@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/121054, title ="A vision transformer for decoding surgeon activity from surgical videos", author = "Kiyasseh, Dani and Ma, Runzhuo and Haque, Taseen F. and Miles, Brian J. and Wagner, Christian and Donoho, Daniel A. and Anandkumar, Animashree and Hung, Andrew J.", journal = "Nature Biomedical Engineering", month = "April", year = "2023", doi = "https://doi.org/10.1038/s41551-023-01010-8", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230420-711199500.6", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/121091, title ="Human visual explanations mitigate bias in AI-based assessment of surgeon skills", author = "Kiyasseh, Dani and Laca, Jasper and Haque, Taseen F. and Otiato, Maxwell and Miles, Brian J. and Wagner, Christian and Donoho, Daniel A. and Trinh, Quoc-Dien and Anandkumar, Animashree and Hung, Andrew J.", journal = "npj Digital Medicine", volume = "6", pages = "Art. No. 54", month = "April", year = "2023", doi = "https://doi.org/10.1038/s41746-023-00766-2", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230420-614686900.13", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/117191, title ="Assessing the efficacy of dissection gestures in robotic surgery", author = "Inouye, Daniel A. and Ma, Runzhuo and Nguyen, Jessica H. and Laca, Jasper and Kocielnik, Rafal and Anandkumar, Anima and Hung, Andrew J.", journal = "Journal of Robotic Surgery", volume = "17", number = "2", pages = "597-603", month = "April", year = "2023", doi = "https://doi.org/10.1007/s11701-022-01458-x", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220930-482429300.5", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120697, title ="Real-time high-resolution CO₂ geological storage prediction using nested Fourier neural operators", author = "Wen, Gege and Li, Zongyi and Long, Qirui and Azizzadenesheli, Kamyar and Anandkumar, Anima and Benson, Sally M.", journal = "Energy and Environmental Science", volume = "16", number = "4", pages = "1732-1741", month = "April", year = "2023", doi = "https://doi.org/10.1039/D2EE04204E", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230404-448520900.5", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/121271, title ="A multi-institutional study using artificial intelligence to provide reliable and fair feedback to surgeons", author = "Kiyasseh, Dani and Laca, Jasper and Haque, Taseen F. and Miles, Brian J. and Wagner, Christian and Donoho, Daniel A. and Anandkumar, Animashree and Hung, Andrew J.", journal = "Communications Medicine", volume = "3", pages = "Art. No. 42", month = "March", year = "2023", doi = "https://doi.org/10.1038/s43856-023-00263-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230502-987371300.6", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120079, title ="Prismer: A Vision-Language Model with An Ensemble of Experts", author = "Liu, Shikun and Fan, Linxi and Johns, Edward and Yu, Zhiding and Xiao, Chaowei and Anandkumar, Anima", journal = "arXiv", month = "March", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153658096", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/117830, title ="Capturing fine-grained details for video-based automation of suturing skills assessment", author = "Hung, Andrew J. and Bao, Richard and Sunmola, Idris O. and Huang, De-An and Nguyen, Jessica H. and Anandkumar, Anima", journal = "International Journal of Computer Assisted Radiology and Surgery", volume = "18", number = "3", pages = "545-552", month = "March", year = "2023", doi = "https://doi.org/10.1007/s11548-022-02778-x", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221110-430801400.16", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120427, title ="Neural Operators for Solving PDEs and Inverse Design", author = "Anandkumar, Anima", pages = "195", month = "March", year = "2023", doi = "https://doi.org/10.1145/3569052.3578911", isbn = "978-1-4503-9978-4", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230327-853994000.2", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120080, title ="MimicPlay: Long-Horizon Imitation Learning by Watching Human Play", author = "Wang, Chen and Fan, Linxi and Sun, Jiankai and Zhang, Ruohan and Fei-Fei, Li and Xu, Danfei and Zhu, Yuke and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153701883", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120092, title ="VoxFormer: Sparse Voxel Transformer for Camera-based 3D Semantic Scene Completion", author = "Li, Yiming and Yu, Zhiding and Choy, Christopher and Xiao, Chaowei and Alvarez, Jose M. and Fidler, Sanja and Feng, Chen and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-183809946", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120083, title ="AutoBiasTest: Controllable Sentence Generation for Automated and Open-Ended Social Bias Testing in Language Models", author = "Kocielnik, Rafal and Prabhumoye, Shrimai and Zhang, Vivian and Alvarez, R. Michael and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153717662", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120082, title ="Score-based Diffusion Models in Function Space", author = "Lim, Jae Hyun and Kovachki, Nikola B. and Baptista, Ricardo and Beckham, Christopher and Azizzadenesheli, Kamyar and Kossaifi, Jean and Voleti, Vikram and Song, Jiaming and Kreis, Karsten and Kautz, Jan and Pal, Christopher and Vahdat, Arash and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153712038", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120084, title ="PerAda: Parameter-Efficient and Generalizable Federated Learning Personalization with Guarantees", author = "Xie, Chulin and Huang, De-An and Chu, Wenda and Xu, Daguang and Xiao, Chaowei and Li, Bo and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153727855", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120085, title ="I²SB: Image-to-Image Schrödinger Bridge", author = "Liu, Guan-Horng and Vahdat, Arash and Huang, De-An and Theodorou, Evangelos A. and Nie, Weili and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153732528", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120087, title ="A Text-guided Protein Design Framework", author = "Liu, Shengchao and Zhu, Yutao and Lu, Jiarui and Xu, Zhao and Nie, Weili and Gitter, Anthony and Xiao, Chaowei and Tang, Jian and Guo, Hongyu and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153746362", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120086, title ="Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning", author = "Yang, Zhuolin and Ping, Wei and Liu, Zihan and Korthikanti, Vijay and Nie, Weili and Huang, De-An and Fan, Linxi and Yu, Zhiding and Lan, Shiyi and Li, Bo and Liu, Ming-Yu and Zhu, Yuke and Shoeybi, Mohammad and Catanzaro, Bryan and Xiao, Chaowei and Anandkumar, Anima", journal = "arXiv", month = "February", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153738224", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120088, title ="Forecasting subcritical cylinder wakes with Fourier Neural Operators", author = "Renn, Peter I and Wang, Cong and Lale, Sahin and Li, Zongyi and Anandkumar, Anima and Gharib, Morteza", journal = "arXiv", month = "January", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153752294", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120089, title ="Vision Transformers Are Good Mask Auto-Labelers", author = "Lan, Shiyi and Yang, Xitong and Yu, Zhiding and Wu, Zuxuan and Alvarez, Jose M. and Anandkumar, Anima", journal = "arXiv", month = "January", year = "2023", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153757695", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/117475, title ="#COVIDisAirborne: AI-enabled multiscale computational microscopy of delta SARS-CoV-2 in a respiratory aerosol", author = "Dommer, Abigail and Casalino, Lorenzo and Kearns, Fiona and Rosenfeld, Mia and Wauer, Nicholas and Ahn, Surl-Hee and Russo, John and Oliveira, Sofia and Morris, Clare and Bogetti, Anthony and Trifan, Anda and Brace, Alexander and Sztain, Terra and Clyde, Austin and Ma, Heng and Chennubhotla, Chakra and Lee, Hyungro and Turilli, Matteo and Khalid, Syma and Tamayo-Mendoza, Teresa and Welborn, Matthew and Christensen, Anders S. and Smith, Daniel G. A. and Qiao, Zhuoran and Sirumalla, Sai K. and O'Connor, Michael and Manby, Frederick and Anandkumar, Anima and Hardy, David and Phillips, James and Stern, Abraham and Romero, Josh and Clark, David and Dorrell, Mitchell and Maiden, Tom and Huang, Lei and McCalpin, John and Woods, Christopher and Gray, Alan and Williams, Matt and Barker, Bryan and Rajapaksha, Harinda and Pitts, Richard and Gibbs, Tom and Stone, John and Zuckerman, Daniel M. and Mulholland, Adrian J. and Miller, Thomas F., III and Jha, Shantenu and Ramanathan, Arvind and Chong, Lillian and Amaro, Rommie E.", journal = "International Journal of High Performance Computing Applications", volume = "37", number = "1", pages = "28-44", month = "January", year = "2023", doi = "https://doi.org/10.1177/10943420221128233", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221017-15547800.39", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/119179, title ="Surgical gestures as a method to quantify surgical performance and predict patient outcomes", author = "Ma, Runzhuo and Ramaswamy, Ashwin and Xu, Jiashu and Trinh, Loc and Kiyasseh, Dani and Chu, Timothy N. and Wong, Elyssa Y. and Lee, Ryan S. and Rodriguez, Ivan and DeMeo, Gina and Desai, Aditya and Otiato, Maxwell X. and Roberts, Sidney I. and Nguyen, Jessica H. and Laca, Jasper and Liu, Yan and Urbanova, Katarina and Wagner, Christian and Anandkumar, Animashree and Hu, Jim C. and Hung, Andrew J.", journal = "npj Digital Medicine", volume = "5", pages = "Art. No. 187", month = "December", year = "2022", doi = "https://doi.org/10.1038/s41746-022-00738-y", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230209-988069100.14", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120091, title ="Multi-modal Molecule Structure-text Model for Text-based Retrieval and Editing", author = "Liu, Shengchao and Nie, Weili and Wang, Chengpeng and Lu, Jiarui and Qiao, Zhuoran and Liu, Ling and Tang, Jian and Xiao, Chaowei and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153807969", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120090, title ="Towards Neural Variational Monte Carlo That Scales Linearly with System Size", author = "Sharir, Or and Chan, Garnet Kin-Lic and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230316-153803430", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118207, title ="LNS-Madam: Low-Precision Training in Logarithmic Number System using Multiplicative Weight Update", author = "Zhao, Jiawei and Dai, Steve and Venkatesan, Rangharajan and Zimmer, Brian and Ali, Mustafa and Liu, Ming-Yu and Khailany, Brucek and Dally, William J. and Anandkumar, Anima", journal = "IEEE Transactions on Computers", volume = "71", number = "12", pages = "3179-3190", month = "December", year = "2022", doi = "https://doi.org/10.1109/TC.2022.3202747", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221202-906480600.2", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120067, title ="Machine Learning Accelerated PDE Backstepping Observers", author = "Shi, Yuanyuan and Li, Zongyi and Yu, Huan and Steeves, Drew and Anandkumar, Anima and Krstic, Miroslav", pages = "5423-5428", month = "December", year = "2022", doi = "https://doi.org/10.1109/CDC51059.2022.9992759", isbn = "978-1-6654-6761-2", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336429000.9", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118004, title ="Using Real-time Feedback To Improve Surgical Performance on a Robotic Tissue Dissection Task", author = "Laca, Jasper A. and Kocielnik, Rafal and Nguyen, Jessica H. and You, Jonathan and Tsang, Ryan and Wong, Elyssa Y. and Shtulman, Andrew and Anandkumar, Anima and Hung, Andrew J.", journal = "European Urology Open Science", volume = "46", pages = "15-21", month = "December", year = "2022", doi = "https://doi.org/10.1016/j.euros.2022.09.015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221122-564647900.20", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118533, title ="HEAT: Hardware-Efficient Automatic Tensor Decomposition for Transformer Compression", author = "Gu, Jiaqi and Keller, Ben and Kossaifi, Jean and Anandkumar, Anima and Khailany, Brucek and Pan, David Z.", journal = "arXiv", month = "November", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004618965", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118564, title ="Fourier Continuation for Exact Derivative Computation in Physics-Informed Neural Operators", author = "Maust, Haydn and Li, Zongyi and Wang, Yixuan and Leibovici, Daniel and Bruno, Oscar and Hou, Thomas and Anandkumar, Anima", journal = "arXiv", month = "November", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004750416", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118563, title ="Incremental Fourier Neural Operator", author = "Zhao, Jiawei and George, Robert Joseph and Zhang, Yifei and Li, Zongyi and Anandkumar, Anima", journal = "arXiv", month = "November", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004746129", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118562, title ="Machine Learning Accelerated PDE Backstepping Observers", author = "Shi, Yuanyuan and Li, Zongyi and Yu, Huan and Steeves, Drew and Anandkumar, Anima and Krstic, Miroslav", journal = "arXiv", month = "November", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004741856", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118561, title ="Fast Sampling of Diffusion Models via Operator Learning", author = "Zheng, Hongkai and Nie, Weili and Vahdat, Arash and Azizzadenesheli, Kamyar and Anandkumar, Anima", journal = "arXiv", month = "November", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004737590", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118560, title ="Can You Label Less by Using Out-of-Domain Data? Active & Transfer Learning with Few-shot Instructions", author = "Kocielnik, Rafal and Kangaslahti, Sara and Prabhumoye, Shrimai and Hari, Meena and Alvarez, R. Michael and Anandkumar, Anima", journal = "arXiv", month = "November", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004733367", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118559, title ="DensePure: Understanding Diffusion Models towards Adversarial Robustness", author = "Xiao, Chaowei and Chen, Zhongzhu and Jin, Kun and Wang, Jiongxiao and Nie, Weili and Liu, Mingyan and Anandkumar, Anima and Li, Bo and Song, Dawn", journal = "arXiv", month = "November", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004727985", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118558, title ="Accelerating Carbon Capture and Storage Modeling using Fourier Neural Operators", author = "Wen, Gege and Li, Zongyi and Long, Qirui and Azizzadenesheli, Kamyar and Anandkumar, Anima and Benson, Sally M.", journal = "arXiv", month = "October", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004723629", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118556, title ="An Adversarial Active Sampling-based Data Augmentation Framework for Manufacturable Chip Design", author = "Liu, Mingjie and Yang, Haoyu and Li, Zongyi and Sastry, Kumara and Mukhopadhyay, Saumyadip and Dogru, Selim and Anandkumar, Anima and Pan, David Z. and Khailany, Brucek and Ren, Haoxing", journal = "arXiv", month = "October", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004719416", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118554, title ="1st Place Solution of The Robust Vision Challenge 2022 Semantic Segmentation Track", author = "Xiao, Junfei and Xu, Zhichao and Lan, Shiyi and Yu, Zhiding and Yuille, Alan and Anandkumar, Anima", journal = "arXiv", month = "October", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004714993", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118552, title ="Context Generation Improves Open Domain Question Answering", author = "Su, Dan and Patwary, Mostofa and Prabhumoye, Shrimai and Xu, Peng and Prenger, Ryan and Shoeybi, Mohammad and Fung, Pascale and Anandkumar, Anima and Catanzaro, Bryan", journal = "arXiv", month = "October", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004708253", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120313, title ="GenSLMs: Genome-scale language models reveal SARS-CoV-2 evolutionary dynamics", author = "Zvyagin, Maxim and Brace, Alexander and Hippe, Kyle and Deng, Yuntian and Zhang, Bin and Orozco Bohorquez, Cindy and Clyde, Austin and Kale, Bharat and Perez-Rivera, Danilo and Ma, Heng and Mann, Carla M. and Irvin, Michael and Pauloski, J. Gregory and Ward, Logan and Hayot-Sasson, Valerie and Emani, Murali and Foreman, Sam and Xie, Zhen and Lin, Diangen and Shukla, Maulik and Nie, Weili and Romero, Josh and Dallago, Christian and Vahdat, Arash and Xiao, Chaowei and Gibbs, Thomas and Foster, Ian and Davis, James J. and Papka, Michael E. and Brettin, Thomas and Stevens, Rick and Anandkumar, Anima and Vishwanath, Venkatram and Ramanathan, Arvind", month = "October", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230322-101633000.20", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118550, title ="VIMA: General Robot Manipulation with Multimodal Prompts", author = "Jiang, Yunfan and Gupta, Agrim and Zhang, Zichen and Wang, Guanzhi and Dou, Yongqiang and Chen, Yanjun and Fei-Fei, Li and Anandkumar, Anima and Zhu, Yuke and Fan, Linxi", journal = "arXiv", month = "October", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004703977", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115593, title ="Neural Scene Representation for Locomotion on Structured Terrain", author = "Hoeller, David and Rudin, Nikita and Choy, Christopher and Anandkumar, Animashree and Hutter, Marco", journal = "IEEE Robotics and Automation Letters", volume = "7", number = "4", pages = "8667-8674", month = "October", year = "2022", doi = "https://doi.org/10.1109/LRA.2022.3184779", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224603901", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118548, title ="Dynamic-Backbone Protein-Ligand Structure Prediction with Multiscale Generative Diffusion Models", author = "Qiao, Zhuoran and Nie, Weili and Vahdat, Arash and Miller, Thomas F. and Anandkumar, Anima", journal = "arXiv", month = "September", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004659742", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118546, title ="AdvDO: Realistic Adversarial Attacks for Trajectory Prediction", author = "Cao, Yulong and Xiao, Chaowei and Anandkumar, Anima and Xu, Danfei and Pavone, Marco", journal = "arXiv", month = "September", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004655506", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118544, title ="Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models", author = "Shu, Manli and Nie, Weili and Huang, De-An and Yu, Zhiding and Goldstein, Tom and Anandkumar, Anima and Xiao, Chaowei", journal = "arXiv", month = "September", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004651204", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/112837, title ="Use of surgical video–based automated performance metrics to predict blood loss and success of simulated vascular injury control in neurosurgery: a pilot study", author = "Pangal, Dhiraj J. and Kugener, Guillaume and Cardinal, Tyler and Lechtholz-Zey, Elizabeth and Collet, Casey and Lasky, Sasha and Sundaram, Shivani and Zhu, Yichao and Roshannai, Arman and Chan, Justin and Sinha, Aditya and Hung, Andrew J. and Anandkumar, Animashree and Zada, Gabriel and Donoho, Daniel A.", journal = "Journal of Neurosurgery", volume = "137", number = "3", pages = "840-849", month = "September", year = "2022", doi = "https://doi.org/10.3171/2021.10.jns211064", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220112-7446100", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/116626, title ="Validation of Machine Learning-Based Automated Surgical Instrument Annotation Using Publicly Available Intraoperative Video", author = "Markarian, Nicholas and Kugener, Guillaume and Pangal, Dhiraj J. and Unadkat, Vyom and Sinha, Aditya and Zhu, Yichao and Roshannai, Arman and Chan, Justin and Hung, Andrew J. and Wrobel, Bozena B. and Anandkumar, Animashree and Zada, Gabriel and Donoho, Daniel A.", journal = "Operative Neurosurgery", volume = "23", number = "3", pages = "235-240", month = "September", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220908-194215690", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118542, title ="PeRFception: Perception using Radiance Fields", author = "Jeong, Yoonwoo and Shin, Seungjoo and Lee, Junha and Choy, Christopher and Anandkumar, Animashree and Cho, Minsu and Park, Jaesik", journal = "arXiv", month = "August", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004646749", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118541, title ="Retrieval-based Controllable Molecule Generation", author = "Wang, Zichao and Nie, Weili and Qiao, Zhuoran and Xiao, Chaowei and Baraniuk, Richard and Anandkumar, Anima", journal = "arXiv", month = "August", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004642358", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118539, title ="FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators", author = "Kurth, Thorsten and Subramanian, Shashank and Harrington, Peter and Pathak, Jaideep and Mardani, Morteza and Hall, David and Miele, Andrea and Kashinath, Karthik and Anandkumar, Animashree", journal = "arXiv", month = "August", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004638167", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/117343, title ="Intelligent resolution: Integrating Cryo-EM with AI-driven multi-resolution simulations to observe the severe acute respiratory syndrome coronavirus-2 replication-transcription machinery in action", author = "Trifan, Anda and Gorgun, Defne and Salim, Michael and Li, Zongyi and Brace, Alexander and Zvyagin, Maxim and Ma, Heng and Clyde, Austin and Clark, David and Hardy, David J. and Burnley, Tom and Huang, Lei and McCalpin, John and Emani, Murali and Yoo, Hyenseung and Yin, Junqi and Tsaris, Aristeidis and Subbiah, Vishal and Raza, Tanveer and Liu, Jessica and Trebesch, Noah and Wells, Geoffrey and Mysore, Venkatesh and Gibbs, Thomas and Phillips, James and Chennubhotla, S. Chakra and Foster, Ian and Stevens, Rick and Anandkumar, Anima and Vishwanath, Venkatram and Stone, John E. and Tajkhorshid, Emad and Harris, Sarah A. and Ramanathan, Arvind", journal = "International Journal of High Performance Computing Applications", month = "August", year = "2022", doi = "https://doi.org/10.1177/10943420221113513", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221011-459145000.39", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118536, title ="MinVIS: A Minimal Video Instance Segmentation Framework without Video-based Training", author = "Huang, De-An and Yu, Zhiding and Anandkumar, Anima", journal = "arXiv", month = "August", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004633960", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/116869, title ="Variational quantum optimization with multibasis encodings", author = "Patti, Taylor L. and Kossaifi, Jean and Anandkumar, Animashree and Yelin, Susanne F.", journal = "Physical Review Research", volume = "4", number = "3", pages = "Art. No. 4.033142", month = "August", year = "2022", doi = "https://doi.org/10.1103/PhysRevResearch.4.033142", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220909-232706000", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118535, title ="Robust Trajectory Prediction against Adversarial Attacks", author = "Cao, Yulong and Xu, Danfei and Weng, Xinshuo and Mao, Zhuoqing and Anandkumar, Anima and Xiao, Chaowei and Pavone, Marco", journal = "arXiv", month = "July", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004623591", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110646, title ="Informing geometric deep learning with electronic interactions to accelerate quantum chemistry", author = "Qiao, Zhuoran and Christensen, Anders S. and Welborn, Matthew and Manby, Frederick R. and Anandkumar, Anima and Miller, Thomas F., III", journal = "Proceedings of the National Academy of Sciences", volume = "119", number = "31", pages = "Art. No. e2205221119", month = "July", year = "2022", doi = "https://doi.org/10.1073/pnas.2205221119", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203900979", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115572, title ="Fourier Neural Operator with Learned Deformations for PDEs on General Geometries", author = "Li, Zongyi and Huang, Daniel Zhengyu and Liu, Burigede and Anandkumar, Anima", journal = "arXiv", month = "July", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212430395", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115591, title ="Large Scale Mask Optimization Via Convolutional Fourier Neural Operator and Litho-Guided Self Training", author = "Yang, Haoyu and Li, Zongyi and Sastry, Kumara and Mukhopadhyay, Saumyadip and Anandkumar, Anima and Khailany, Brucek and Singh, Vivek and Ren, Haoxing", journal = "arXiv", month = "July", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224555708", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115574, title ="Langevin Monte Carlo for Contextual Bandits", author = "Xu, Pan and Zheng, Hongkai and Mazumdar, Eric V. and Azizzadenesheli, Kamyar and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "162", pages = "24830-24850", month = "June", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212437915", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115575, title ="MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge", author = "Fan, Linxi and Wang, Guanzhi and Jiang, Yunfan and Mandlekar, Ajay and Yang, Yuncong and Zhu, Haoyi and Tang, Andrew and Huang, De-An and Zhu, Yuke and Anandkumar, Anima", journal = "arXiv", month = "June", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212441682", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115576, title ="Thompson Sampling Achieves Õ(√T) Regret in Linear Quadratic Control", author = "Kargin, Taylan and Lale, Sahin and Azizzadenesheli, Kamyar and Anandkumar, Anima and Hassibi, Babak", journal = "Proceedings of Machine Learning Research", volume = "178", pages = "3235-3284", month = "June", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212445251", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115581, title ="KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Dynamical Systems", author = "Lale, Sahin and Shi, Yuanyuan and Qu, Guannan and Azizzadenesheli, Kamyar and Wierman, Adam and Anandkumar, Anima", journal = "arXiv", month = "June", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212504090", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120065, title ="Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions", author = "Jiang, Huaizu and Ma, Xiaojian and Nie, Weili and Yu, Zhiding and Zhu, Yuke and Anandkumar, Anima", pages = "19034-19043", month = "June", year = "2022", doi = "https://doi.org/10.1109/CVPR52688.2022.01847", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336421000.7", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114284, title ="Deep Neural Networks Can Accurately Detect Blood Loss and Hemorrhage Control Task Success From Video", author = "Kugener, Guillaume and Zhu, Yichao and Pangal, Dhiraj J. and Sinha, Aditya and Markarian, Nicholas and Roshannai, Arman and Chan, Justin and Anandkumar, Animashree and Hung, Andrew J. and Wrobel, Bozena B. and Zada, Gabriel and Donoho, Daniel A.", journal = "Neurosurgery", volume = "90", number = "6", pages = "823-829", month = "June", year = "2022", doi = "https://doi.org/10.1227/neu.0000000000001906", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220413-607067100", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120063, title ="FreeSOLO: Learning to Segment Objects without Annotations", author = "Wang, Xinlong and Yu, Zhiding and De Mello, Shalini and Kautz, Jan and Anandkumar, Anima and Shen, Chunhua and Alvarez, Jose M.", pages = "14156-14166", month = "June", year = "2022", doi = "https://doi.org/10.1109/CVPR52688.2022.01378", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336403000.4", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120064, title ="Not All Labels Are Equal: Rationalizing The Labeling Costs for Training Object Detection", author = "Elezi, Ismail and Yu, Zhiding and Anandkumar, Anima and Leal-Taixe, Laura and Alvarez, Jose M.", pages = "14472-14781", month = "June", year = "2022", doi = "https://doi.org/10.1109/CVPR52688.2022.01409", isbn = "978-1-6654-6946-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336419000.6", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120066, title ="Panoptic SegFormer: Delving Deeper into Panoptic Segmentation with Transformers", author = "Li, Zhiqi and Wang, Wenhai and Xie, Enze and Yu, Zhiding and Anandkumar, Anima and Alvarez, Jose M. and Luo, Ping and Lu, Tong", pages = "1270-1279", month = "June", year = "2022", doi = "https://doi.org/10.1109/CVPR52688.2022.00134", isbn = "978-1-6654-6946-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336427000.8", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120062, title ="Stability Constrained Reinforcement Learning for Real-Time Voltage Control", author = "Shi, Yuanyuan and Qu, Guannan and Low, Steven and Anandkumar, Anima and Wierman, Adam", pages = "2715-2721", month = "June", year = "2022", doi = "https://doi.org/10.23919/ACC53348.2022.9867476", isbn = "978-1-6654-5196-", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336401000.3", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115582, title ="Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions", author = "Jiang, Huaizu and Ma, Xiaojian and Nie, Weili and Yu, Zhiding and Zhu, Yuke and Anandkumar, Anima", journal = "arXiv", month = "May", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212507605", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/120061, title ="OSCAR: Data-Driven Operational Space Control for Adaptive and Robust Robot Manipulation", author = "Wong, Josiah and Makoviychuk, Viktor and Anandkumar, Anima and Zhu, Yuke", pages = "10519-10526", month = "May", year = "2022", doi = "https://doi.org/10.1109/ICRA46639.2022.9811967", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336082000.1", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/113084, title ="Expert surgeons and deep learning models can predict the outcome of surgical hemorrhage from 1 min of video", author = "Pangal, Dhiraj J. and Kugener, Guillaume and Zhu, Yichao and Sinha, Aditya and Unadkat, Vyom and Cote, David J. and Strickland, Ben and Rutkowski, Martin and Hung, Andrew and Anandkumar, Animashree and Han, X. Y. and Papyan, Vardan and Wrobel, Bozena and Zada, Gabriel and Donoho, Daniel A.", journal = "Scientific Reports", volume = "12", pages = "Art. No. 8137", month = "May", year = "2022", doi = "https://doi.org/10.1038/s41598-022-11549-2", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220124-214564000", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115623, title ="Diffusion Models for Adversarial Purification", author = "Nie, Weili and Guo, Brandon and Huang, Yujia and Xiao, Chaowei and Vahdat, Arash and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "162", pages = "16805-16827", month = "May", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220715-174841781", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115584, title ="Generative Adversarial Neural Operators", author = "Rahman, Md Ashiqur and Florez, Manuel A. and Anandkumar, Anima and Ross, Zachary E. and Azizzadenesheli, Kamyar", journal = "arXiv", month = "May", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212515070", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115583, title ="Quantification of Robotic Surgeries with Vision-Based Deep Learning", author = "Kiyasseh, Dani and Ma, Runzhuo and Haque, Taseen F. and Nguyen, Jessica and Wagner, Christian and Anandkumar, Animashree and Hung, Andrew J.", journal = "arXiv", month = "May", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212511473", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114603, title ="Neural-Fly enables rapid learning for agile flight in strong winds", author = "O'Connell, Michael and Shi, Guanya and Shi, Xichen and Azizzadenesheli, Kamyar and Anandkumar, Anima and Yue, Yisong and Chung, Soon-Jo", journal = "Science Robotics", volume = "7", number = "66", pages = "Art. No. eabm6597", month = "May", year = "2022", doi = "https://doi.org/10.1126/scirobotics.abm6597", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220505-792409800", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/116146, title ="ScaDL 2022 Invited Talk 3: Million-x speedups through convergence of AI and HPC", author = "Anandkumar, Anima", pages = "1041", month = "May", year = "2022", doi = "https://doi.org/10.1109/IPDPSW55747.2022.00168", isbn = "978-1-6654-9747-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220805-757905000", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/116901, title ="The Relationship Between Technical Skills, Cognitive Workload, and Errors During Robotic Surgical Exercises", author = "Roberts, Sidney I. and Cen, Steven Y. and Nguyen, Jessica H. and Perez, Laura C. and Medina, Luis G. and Ma, Runzhuo and Marshall, Sandra and Kocielnik, Rafal and Anandkumar, Anima and Hung, Andrew J.", journal = "Journal of Endourology", volume = "36", number = "5", pages = "712-720", month = "May", year = "2022", doi = "https://doi.org/10.1089/end.2021.0790", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220912-920381000", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114256, title ="U-FNO—An enhanced Fourier neural operator-based deep-learning model for multiphase flow", author = "Wen, Gege and Li, Zongyi and Azizzadenesheli, Kamyar and Anandkumar, Anima and Benson, Sally M.", journal = "Advances in Water Resources", volume = "163", pages = "Art. No. 104180", month = "May", year = "2022", doi = "https://doi.org/10.1016/j.advwatres.2022.104180", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220412-15492000", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115585, title ="Understanding The Robustness in Vision Transformers", author = "Zhou, Daquan and Yu, Zhiding and Xie, Enze and Xiao, Chaowei and Anandkumar, Anima and Feng, Jiashi and Alvarez, Jose M.", journal = "Proceedings of Machine Learning Research", volume = "162", pages = "27378-27394", month = "April", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212518736", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115586, title ="RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning", author = "Ma, Xiaojian and Nie, Weili and Yu, Zhiding and Jiang, Huaizu and Xiao, Chaowei and Zhu, Yuke and Zhu, Song-Chun and Anandkumar, Anima", journal = "arXiv", month = "April", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212522171", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115587, title ="M²BEV: Multi-Camera Joint 3D Detection and Segmentation with Unified Birds-Eye View Representation", author = "Xie, Enze and Yu, Zhiding and Zhou, Daquan and Philion, Jonah and Anandkumar, Anima and Fidler, Sanja and Luo, Ping and Alvarez, Jose M.", journal = "arXiv", month = "April", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212525848", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115595, title ="ACID: Action-Conditional Implicit Visual Dynamics for Deformable Object Manipulation", author = "Shen, Bokui and Jiang, Zhenyu and Choy, Christopher and Guibas, Leonidas J. and Savarese, Silvio and Anandkumar, Anima and Zhu, Yuke", month = "March", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224611031", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115594, title ="Generic Lithography Modeling with Dual-band Optics-Inspired Neural Networks", author = "Yang, Haoyu and Li, Zongyi and Sastry, Kumara and Mukhopadhyay, Saumyadip and Kilgard, Mark and Anandkumar, Anima and Khailany, Brucek and Singh, Vivek and Ren, Haoxing", journal = "arXiv", month = "March", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224607394", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114119, title ="Utility of the Simulated Outcomes Following Carotid Artery Laceration Video Data Set for Machine Learning Applications", author = "Kugener, Guillaume and Pangal, Dhiraj J. and Cardinal, Tyler and Collet, Casey and Lechtholz-Zey, Elizabeth and Lasky, Sasha and Sundaram, Shivani and Markarian, Nicholas and Zhu, Yichao and Roshannai, Arman and Sinha, Aditya and Han, X. Y. and Papyan, Vardan and Hung, Andrew J. and Anandkumar, Animashree and Wrobel, Bozena and Zada, Gabriel and Donoho, Daniel A.", journal = "JAMA Network Open", volume = "5", number = "3", pages = "Art. No. e223177", month = "March", year = "2022", doi = "https://doi.org/10.1001/jamanetworkopen.2022.3177", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220329-772928599", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115596, title ="FreeSOLO: Learning to Segment Objects without Annotations", author = "Wang, Xinlong and Yu, Zhiding and De Mello, Shalini and Kautz, Jan and Anandkumar, Anima and Shen, Chunhua and Alvarez, Jose M.", journal = "arXiv", month = "February", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224614512", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115597, title ="FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators", author = "Pathak, Jaideep and Subramanian, Shashank and Harrington, Peter and Raja, Sanjeev and Chattopadhyay, Ashesh and Mardani, Morteza and Kurth, Thorsten and Hall, David and Li, Zongyi and Azizzadenesheli, Kamyar and Hassanzadeh, Pedram and Kashinath, Karthik and Anandkumar, Animashree", journal = "arXiv", month = "February", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224617950", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115598, title ="Pre-Trained Language Models for Interactive Decision-Making", author = "Li, Shuang and Puig, Xavier and Paxton, Chris and Du, Yilun and Wang, Clinton and Fan, Linxi and Cheng, Tao and Huang, De-An and Akyürek, Ekin and Anandkumar, Anima and Andreas, Jacob and Mordatch, Igor and Torralba, Antonio and Zhu, Yuke", journal = "arXiv", month = "February", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224621396", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/108205, title ="A learning-based multiscale method and its application to inelastic impact problems", author = "Liu, Burigede and Kovachki, Nikola and Li, Zongyi and Azizzadenesheli, Kamyar and Anandkumar, Anima and Stuart, Andrew M. and Bhattacharya, Kaushik", journal = "Journal of the Mechanics and Physics of Solids", volume = "158", pages = "Art. No. 104668", month = "January", year = "2022", doi = "https://doi.org/10.1016/j.jmps.2021.104668", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132721680", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115599, title ="Few-shot Instruction Prompts for Pretrained Language Models to Detect Social Biases", author = "Prabhumoye, Shrimai and Kocielnik, Rafal and Shoeybi, Mohammad and Anandkumar, Anima and Catanzaro, Bryan", journal = "arXiv", month = "December", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224624824", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115600, title ="CEM-GD: Cross-Entropy Method with Gradient Descent Planner for Model-Based Reinforcement Learning", author = "Huang, Kevin and Lale, Sahin and Rosolia, Ugo and Shi, Yuanyuan and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224628331", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/113408, title ="Model Learning Predictive Control in Nonlinear Dynamical Systems", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Hassibi, Babak and Anandkumar, Anima", pages = "757-762", month = "December", year = "2021", doi = "https://doi.org/10.1109/CDC45484.2021.9683670", isbn = "978-1-6654-3659-5", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220210-721786000", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115601, title ="Simulation Intelligence: Towards a New Generation of Scientific Methods", author = "Lavin, Alexander and Zenil, Hector and Paige, Brooks and Krakauer, David and Gottschlich, Justin and Mattson, Tim and Anandkumar, Anima and Choudry, Sanjay and Rocki, Kamil and Baydin, Atılım Güneş and Prunkl, Carina and Isayev, Olexandr and Peterson, Erik and McMahon, Peter L. and Macke, Jakob and Cranmer, Kyle and Zhang, Jiaxin and Wainwright, Haruko and Hanuka, Adi and Veloso, Manuela and Assefa, Samuel and Zheng, Stephan and Pfeffer, Avi", journal = "arXiv", month = "December", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224632616", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118601, title ="Adversarially Robust 3D Point Cloud Recognition Using Self-Supervisions", author = "Sun, Jiachen and Cao, Yulong and Choy, Christopher and Yu, Zhiding and Anandkumar, Anima and Mao, Zhuqing M. and Xiao, Chaowei", pages = "1-15", month = "December", year = "2021", isbn = "9781713845393", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-232011120", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118599, title ="Coupled Segmentation and Edge Learning via Dynamic Graph Propagation", author = "Yu, Zhiding and Huang, Rui and Byeon, Wonmin and Liu, Sifei and Liu, Guilin and Breuel, Thomas and Anandkumar, Anima and Kautz, Jan", pages = "1-14", month = "December", year = "2021", isbn = "9781713845393", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-225518550", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118600, title ="Long-Short Transformer: Efficient Transformers for Language and Vision", author = "Zhu, Chen and Ping, Wei and Xiao, Chaowei and Shoeybi, Mohammad and Goldstein, Tom and Anandkumar, Anima and Catanzaro, Bryan", pages = "1-14", month = "December", year = "2021", isbn = "9781713845393", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-230911029", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118602, title ="SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers", author = "Xie, Enze and Wang, Wenhai and Yu, Zhiding and Anandkumar, Anima and Alvarez, Jose M. and Luo, Ping", pages = "1-14", month = "December", year = "2021", isbn = "9781713845393", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-232723221", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110655, title ="OrbNet Denali: A machine learning potential for biological and organic chemistry with semi-empirical cost and DFT accuracy", author = "Christensen, Anders S. and Sirumalla, Sai Krishna and Qiao, Zhuoran and O'Connor, Michael B. and Smith, Daniel G. A. and Ding, Feizhi and Bygrave, Peter J. and Anandkumar, Animashree and Welborn, Matthew and Manby, Frederick R. and Miller, Thomas F., III", journal = "Journal of Chemical Physics", volume = "155", number = "20", pages = "Art. No. 204103", month = "November", year = "2021", doi = "https://doi.org/10.1063/5.0061990", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203931813", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115602, title ="Adaptive Fourier Neural Operators: Efficient Token Mixers for Transformers", author = "Guibas, John and Mardani, Morteza and Li, Zongyi and Tao, Andrew and Anandkumar, Anima and Catanzaro, Bryan", journal = "arXiv", month = "November", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224636083", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/113328, title ="#COVIDisAirborne: AI-Enabled Multiscale Computational Microscopy of Delta SARS-CoV-2 in a Respiratory Aerosol", author = "Dommer, Abigail and Casalino, Lorenzo and Kearns, Fiona and Rosenfeld, Mia and Wauer, Nicholas and Ahn, Surl-Hee and Russo, John and Oliveira, Sofia and Morris, Clare and Bogetti, Anthony and Trifan, Anda and Brace, Alexander and Sztain, Terra and Clyde, Austin and Ma, Heng and Chennubhotla, Chakra and Lee, Hyungro and Turilli, Matteo and Khalid, Syma and Tamayo-Mendoza, Teresa and Welborn, Matthew and Christensen, Anders and Smith, Daniel G. A. and Qiao, Zhuoran and Sirumalla, Sai Krishna and O'Connor, Michael and Manby, Frederick and Anandkumar, Anima and Hardy, David and Phillips, James and Stern, Abraham and Romero, Josh and Clark, David and Dorrell, Mitchell and Maiden, Tom and Huang, Lei and McCalpin, John and Woods, Christopher and Gray, Alan and Williams, Matt and Barker, Bryan and Rajapaksha, Harinda and Pitts, Richard and Gibbs, Tom and Stone, John and Zuckerman, Daniel and Mulholland, Adrian and Miller, Thomas, III and Jha, Shantenu and Ramanathan, Arvind and Chong, Lillian and Amaro, Rommie", month = "November", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220208-947187000", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115603, title ="Polymatrix Competitive Gradient Descent", author = "Ma, Jeffrey and Letcher, Alistair and Schäfer, Florian and Shi, Yuanyuan and Anandkumar, Anima", journal = "arXiv", month = "November", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224639640", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115604, title ="Adversarial Skill Chaining for Long-Horizon Robot Manipulation via Terminal State Regularization", author = "Lee, Youngwoon and Lim, Joseph J. and Anandkumar, Anima and Zhu, Yuke", journal = "Proceedings of Machine Learning Research", volume = "164", pages = "406-416", month = "November", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224643553", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115605, title ="Physics-Informed Neural Operator for Learning Partial Differential Equations", author = "Li, Zongyi and Zheng, Hongkai and Kovachki, Nikola and Jin, David and Chen, Haoxuan and Liu, Burigede and Azizzadenesheli, Kamyar and Anandkumar, Anima", journal = "arXiv", month = "November", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224647405", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115606, title ="Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds", author = "Huang, Yujia and Zhang, Huan and Shi, Yuanyuan and Kolter, J. Zico and Anandkumar, Anima", journal = "arXiv", pages = "22745-22757", month = "November", year = "2021", isbn = "9781713845393", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224653496", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115607, title ="Reinforcement Learning in Factored Action Spaces using Tensor Decompositions", author = "Mahajan, Anuj and Samvelyan, Mikayel and Mao, Lei and Makoviychuk, Viktor and Garg, Animesh and Kossaifi, Jean and Whiteson, Shimon and Zhu, Yuke and Anandkumar, Animashree", month = "October", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224657047", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115608, title ="AugMax: Adversarial Composition of Random Augmentations for Robust Training", author = "Wang, Haotao and Xiao, Chaowei and Kossaifi, Jean and Yu, Zhiding and Anandkumar, Anima and Wang, Zhangyang", journal = "arXiv", pages = "237-250", month = "October", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224700672", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115609, title ="ZerO Initialization: Initializing Residual Networks with only Zeros and Ones", author = "Zhao, Jiawei and Schäfer, Florian and Anandkumar, Anima", journal = "arXiv", month = "October", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224704502", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115610, title ="Controllable and Compositional Generation with Latent-Space Energy-Based Models", author = "Nie, Weili and Vahdat, Arash and Anandkumar, Anima", journal = "arXiv", pages = "15498-15512", month = "October", year = "2021", isbn = "9781713845393", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224708055", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/111485, title ="Intelligent Resolution: Integrating Cryo-EM with AI-driven Multi-resolution Simulations to Observe the SARS-CoV-2 Replication-Transcription Machinery in Action", author = "Trifan, Anda and Gorgun, Defne and Li, Zongyi and Brace, Alexander and Zvyagin, Maxim and Ma, Heng and Clyde, Austin and Clark, David and Salim, Michael and Hardy, David J. and Burnley, Tom and Huang, Lei and McCalpin, John and Emani, Murali and Yoo, Hyenseung and Yin, Junqi and Tsaris, Aristeidis and Subbiah, Vishal and Raza, Tanveer and Liu, Jessica and Trebesch, Noah and Wells, Geoffrey and Mysore, Venkatesh and Gibbs, Thomas and Phillips, James and Chennubhotla, S. Chakra and Foster, Ian and Stevens, Rick and Anandkumar, Anima and Vishwanath, Venkatram and Stone, John E. and Tajkhorshid, Emad and Harris, Sarah A. and Ramanathan, Arvind", month = "October", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20211015-222208091", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115616, title ="Self-Calibrating Neural Radiance Fields", author = "Jeong, Yoonwoo and Ahn, Seokjun and Choy, Christopher and Anandkumar, Animashree and Cho, Minsu and Park, Jaesik", journal = "arXiv", pages = "5826-5834", month = "October", year = "2021", doi = "https://doi.org/10.1109/ICCV48922.2021.00579", isbn = "978-1-6654-2812-5", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220715-171630599", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115611, title ="OSCAR: Data-Driven Operational Space Control for Adaptive and Robust Robot Manipulation", author = "Wong, Josiah and Makoviychuk, Viktor and Anandkumar, Anima and Zhu, Yuke", journal = "arXiv", month = "October", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224711626", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110644, title ="DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision", author = "Lan, Shiyi and Yu, Zhiding and Choy, Christopher and Radhakrishnan, Subhashree and Liu, Guilin and Zhu, Yuke and Davis, Larry S. and Anandkumar, Anima", journal = "arXiv", pages = "3386-3396", month = "October", year = "2021", doi = "https://doi.org/10.1109/ICCV48922.2021.00339", isbn = "978-1-6654-2812-5", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203854134", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/113732, title ="Stability Constrained Reinforcement Learning for Real-Time Voltage Control", author = "Shi, Yuanyuan and Qu, Guannan and Low, Steven and Anandkumar, Anima and Wierman, Adam", journal = "arXiv", month = "September", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220304-172338061", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115612, title ="Auditing AI models for Verified Deployment under Semantic Specifications", author = "Bharadhwaj, Homanga and Huang, De-An and Xiao, Chaowei and Anandkumar, Anima and Garg, Animesh", journal = "arXiv", month = "September", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224715197", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/111293, title ="Deep Learning to Automate Technical Skills Assessment in Robotic Surgery", author = "Hung, Andrew J. and Liu, Yan and Anandkumar, Animashree", journal = "JAMA Surgery", volume = "156", number = "11", pages = "1059-1060", month = "September", year = "2021", doi = "https://doi.org/10.1001/jamasurg.2021.3651", url = "https://resolver.caltech.edu/CaltechAUTHORS:20211008-183538597", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115613, title ="Panoptic SegFormer: Delving Deeper into Panoptic Segmentation with Transformers", author = "Li, Zhiqi and Wang, Wenhai and Xie, Enze and Yu, Zhiding and Anandkumar, Anima and Alvarez, Jose M. and Luo, Ping and Lu, Tong", journal = "arXiv", month = "September", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224718853", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/115614, title ="U-FNO -- An enhanced Fourier neural operator-based deep-learning model for multiphase flow", author = "Wen, Gege and Li, Zongyi and Azizzadenesheli, Kamyar and Anandkumar, Anima and Benson, Sally M.", journal = "arXiv", month = "September", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224722475", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110666, title ="Neural Operator: Learning Maps Between Function Spaces", author = "Kovachki, Nikola and Li, Zongyi and Liu, Burigede and Azizzadenesheli, Kamyar and Bhattacharya, Kaushik and Stuart, Andrew and Anandkumar, Anima", journal = "arXiv", month = "August", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-204010794", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109034, title ="Dynamic Social Media Monitoring for Fast-Evolving Online Discussions", author = "Srikanth, Maya and Liu, Anqi and Adams-Cohen, Nicholas and Cao, Jian and Alvarez, R. Michael and Anandkumar, Animashree", journal = "arXiv", pages = "3576-3584", month = "August", year = "2021", doi = "https://doi.org/10.1145/3447548.3467171", isbn = "978-1-4503-8332-5", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-121148191", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110808, title ="A systematic review of virtual reality for the assessment of technical skills in neurosurgery", author = "Chan, Justin and Pangal, Dhiraj J. and Cardinal, Tyler and Kugener, Guillaume and Zhu, Yichao and Roshannai, Arman and Markarian, Nicholas and Sinha, Aditya and Anandkumar, Anima and Hung, Andrew J. and Zada, Gabriel and Donoho, Daniel A.", journal = "Neurosurgical Focus", volume = "51", number = "2", pages = "Art. No. E15", month = "August", year = "2021", doi = "https://doi.org/10.3171/2021.5.focus21210", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210910-182725636", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106485, title ="Unsupervised Controllable Generation with Self-Training", author = "Chrysos, Grigorios G. and Kossaifi, Jean and Yu, Zhiding and Anandkumar, Anima", journal = "arXiv", pages = "1-8", month = "July", year = "2021", doi = "https://doi.org/10.1109/IJCNN52387.2021.9534045", isbn = "978-1-6654-3900-8", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120158552", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110656, title ="Long-Short Transformer: Efficient Transformers for Language and Vision", author = "Zhu, Chen and Ping, Wei and Xiao, Chaowei and Shoeybi, Mohammad and Goldstein, Tom and Anandkumar, Anima and Catanzaro, Bryan", journal = "arXiv", month = "July", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203935342", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110645, title ="Coach-Player Multi-agent Reinforcement Learning for Dynamic Team Composition", author = "Liu, Bo and Liu, Qiang and Stone, Peter and Garg, Animesh and Zhu, Yuke and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "139", pages = "6860-6870", month = "July", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203857558", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109038, title ="Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed Detection", author = "Chang, Nadine and Yu, Zhiding and Wang, Yu-Xiong and Anandkumar, Animashree and Fidler, Sanja and Alvarez, Jose M.", journal = "Proceedings of Machine Learning Research", volume = "139", pages = "1463-1472", month = "July", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-134322482", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110651, title ="SECANT: Self-Expert Cloning for Zero-Shot Generalization of Visual Policies", author = "Fan, Linxi and Wang, Guanzhi and Huang, De-An and Yu, Zhiding and Fei-Fei, Li and Zhu, Yuke and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "139", pages = "3088-3099", month = "July", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203918113", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110647, title ="Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning", author = "Mahajan, Anuj and Samvelyan, Mikayel and Mao, Lei and Makoviychuk, Viktor and Garg, Animesh and Kossaifi, Jean and Whiteson, Shimon and Zhu, Yuke and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "139", pages = "7301-7312", month = "July", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203904421", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110654, title ="Low-Precision Training in Logarithmic Number System using Multiplicative Weight Update", author = "Zhao, Jiawei and Dai, Steve and Venkatesan, Rangharajan and Liu, Ming-Yu and Khailany, Brucek and Dally, Bill and Anandkumar, Anima", journal = "arXiv", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203928395", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110653, title ="Nonlinear Quantum Optimization Algorithms via Efficient Ising Model Encodings", author = "Patti, Taylor L. and Kossaifi, Jean and Anandkumar, Anima and Yelin, Susanne F.", journal = "arXiv", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203924970", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110652, title ="Towards Reducing Labeling Cost in Deep Object Detection", author = "Elezi, Ismail and Yu, Zhiding and Anandkumar, Anima and Leal-Taixé, Laura and Alvarez, Jose M.", journal = "arXiv", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203921545", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109918, title ="Learning Dissipative Dynamics in Chaotic Systems", author = "Li, Zongyi and Kovachki, Nikola and Azizzadenesheli, Kamyar and Liu, Burigede and Bhattacharya, Kaushik and Stuart, Andrew and Anandkumar, Anima", journal = "arXiv", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210719-210135878", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/108206, title ="Emergent Hand Morphology and Control from Optimizing Robust Grasps of Diverse Objects", author = "Pan, Xinlei and Garg, Animesh and Anandkumar, Animashree and Zhu, Yuke", journal = "arXiv", pages = "7540-7547", month = "June", year = "2021", doi = "https://doi.org/10.1109/ICRA48506.2021.9562092", isbn = "978-1-7281-9077-8", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132725054", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110023, title ="Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Hassibi, Babak and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "144", pages = "967-979", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210727-162630002", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/110027, title ="Robust Reinforcement Learning: A Constrained Game-theoretic Approach", author = "Yu, Jing and Gehring, Clement and Schäfer, Florian and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "144", pages = "1242-1254", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210727-172214672", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/108207, title ="Stability and Identification of Random Asynchronous Linear Time-Invariant Systems", author = "Lale, Sahin and Teke, Oguzhan and Hassibi, Babak and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "144", pages = "651-663", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132728423", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109025, title ="Stable Online Control of Linear Time-Varying Systems", author = "Qu, Guannan and Shi, Yuanyuan and Lale, Sahin and Anandkumar, Animashree and Wierman, Adam", journal = "Proceedings of Machine Learning Research", volume = "144", pages = "742-753", month = "June", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-092451106", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118603, title ="SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers", author = "Xie, Enze and Wang, Wenhai and Yu, Zhiding and Anandkumar, Anima and Alvarez, Jose M. and Luo, Ping", journal = "arXiv", month = "May", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-232747640", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/108208, title ="Fast Uncertainty Quantification for Deep Object Pose Estimation", author = "Shi, Guanya and Zhu, Yifeng and Tremblay, Jonathan and Birchfield, Stan and Ramos, Fabio and Anandkumar, Animashree and Zhu, Yuke", journal = "arXiv", pages = "5200-5207", month = "May", year = "2021", doi = "https://doi.org/10.1109/ICRA48506.2021.9561483", isbn = "978-1-7281-9077-8", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132731801", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106489, title ="Deep Bayesian Quadrature Policy Optimization", author = "Ravi Tej, Akella and Azizzadenesheli, Kamyar and Ghavamzadeh, Mohammad and Anandkumar, Anima and Yue, Yisong", journal = "arXiv", volume = "35", pages = "6600-6608", month = "May", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120212166", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/102332, title ="Adaptive Control and Regret Minimization in Linear Quadratic Gaussian (LQG) Setting", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Hassibi, Babak and Anandkumar, Anima", journal = "arXiv", pages = "2517-2522", month = "May", year = "2021", doi = "https://doi.org/10.23919/ACC50511.2021.9483309", isbn = "978-1-6654-4197-1", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200403-141835981", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/105591, title ="Deep learning-based computer vision to recognize and classify suturing gestures in robot-assisted surgery", author = "Luongo, Francisco and Hakim, Ryan and Nguyen, Jessica H. and Anandkumar, Animashree and Hung, Andrew J.", journal = "Surgery", volume = "169", number = "5", pages = "1240-1244", month = "May", year = "2021", doi = "https://doi.org/10.1016/j.surg.2020.08.016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200928-140721280", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109489, title ="Tensor Methods in Computer Vision and Deep Learning", author = "Panagakis, Yannis and Kossaifi, Jean and Chrysos, Grigorios G. and Oldfield, James and Nicolaou, Mihalis A. and Anandkumar, Anima and Zafeiriou, Stefanos", journal = "Proceedings of the IEEE", volume = "109", number = "5", pages = "863-890", month = "May", year = "2021", doi = "https://doi.org/10.1109/jproc.2021.3074329", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210611-152119929", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109037, title ="Contrastive Syn-to-Real Generalization", author = "Chen, Wuyang and Yu, Zhiding and De Mello, Shalini and Liu, Sifei and Alvarez, Jose M. and Wang, Zhangyang and Anandkumar, Animashree", journal = "arXiv", month = "April", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-133253602", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/108161, title ="Physics-informed machine learning: case studies for weather and climate modelling", author = "Kashinath, K. and Mustafa, M. and Albert, A. and Wu, J-L. and Jiang, C. and Esmaeilzadeh, S. and Azizzadenesheli, K. and Wang, R. and Chattopadhyay, A. and Singh, A. and Manepalli, A. and Chirila, D. and Yu, R. and Walters, R. and White, B. and Xiao, H. and Tchelepi, H. A. and Marcus, P. and Anandkumar, A. and Hassanzadeh, P.", journal = "Philosophical Transactions A: Mathematical, Physical and Engineering Sciences", volume = "379", number = "2194", pages = "Art. No. 20200093", month = "April", year = "2021", doi = "https://doi.org/10.1098/rsta.2020.0093", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210223-154127043", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106577, title ="Active Learning under Label Shift", author = "Zhao, Eric and Liu, Anqi and Anandkumar, Animashree and Yue, Yisong", journal = "Proceedings of Machine Learning Research", volume = "130", pages = "3412-3420", month = "April", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201110-074357009", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/103472, title ="Chance-Constrained Trajectory Optimization for Safe Exploration and Learning of Nonlinear Systems", author = "Nakka, Yashwanth Kumar and Liu, Anqi and Shi, Guanya and Anandkumar, Anima and Yue, Yisong and Chung, Soon-Jo", journal = "IEEE Robotics and Automation Letters", volume = "6", number = "2", pages = "389-396", month = "April", year = "2021", doi = "https://doi.org/10.1109/LRA.2020.3044033", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200526-150616242", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109036, title ="Generating and Characterizing Scenarios for Safety Testing of Autonomous Vehicles", author = "Ghodsi, Zahra and Hari, Siva Kumar Sastry and Frosio, Iuri and Tsai, Timothy and Troccoli, Alejandro and Keckler, Stephen W. and Garg, Siddharth and Anandkumar, Animashree", journal = "arXiv", month = "March", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-132935112", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/108203, title ="Disentangling Observed Causal Effects from Latent Confounders using Method of Moments", author = "Liu, Anqi and Liu, Hao and Li, Tongxin and Karimi-Bidhendi, Saeed and Yue, Yisong and Anandkumar, Anima", journal = "arXiv", month = "January", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132714927", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106900, title ="Multi-task learning for electronic structure to predict and explore molecular potential energy surfaces", author = "Qiao, Zhuoran and Ding, Feizhi and Welborn, Matthew and Bygrave, Peter J. and Smith, Daniel G. A. and Anandkumar, Animashree and Manby, Frederick R. and Miller, Thomas F., III", journal = "arXiv", number = "33", pages = "1-23", month = "December", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201203-151028849", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106499, title ="Bongard-LOGO: A New Benchmark for Human-Level Concept Learning and Reasoning", author = "Nie, Weili and Yu, Zhiding and Mao, Lei and Patel, Ankit B. and Zhu, Yuke and Anandkumar, Animashree", journal = "arXiv", month = "December", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-074710530", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106512, title ="Causal Discovery in Physical Systems from Videos", author = "Li, Yunzhu and Torralba, Antonio and Anandkumar, Animashree and Fox, Dieter and Garg, Animesh", journal = "arXiv", month = "December", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-123525639", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/102272, title ="Convolutional Tensor-Train LSTM for Spatio-temporal Learning", author = "Su, Jiahao and Byeon, Wonmin and Kossaifi, Jean and Huang, Furong and Kautz, Jan and Anandkumar, Animashree", journal = "arXiv", month = "December", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-134911700", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106488, title ="Learning compositional functions via multiplicative weight updates", author = "Bernstein, Jeremy and Zhao, Jiawei and Meister, Markus and Liu, Ming-Yu and Anandkumar, Anima and Yue, Yisong", journal = "arXiv", month = "December", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120208748", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118598, title ="Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Hassibi, Babak and Anandkumar, Anima", pages = "1-13", month = "December", year = "2020", isbn = "9781713829546", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-222544264", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106492, title ="Multipole Graph Neural Operator for Parametric Partial Differential Equations", author = "Li, Zongyi and Kovachki, Nikola and Azizzadenesheli, Kamyar and Liu, Burigede and Bhattacharya, Kaushik and Stuart, Andrew and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120222366", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106486, title ="Neural Networks with Recurrent Generative Feedback", author = "Huang, Yujia and Gornet, James and Dai, Sihui and Yu, Zhiding and Nguyen, Tan and Tsao, Doris Y. and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120201944", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109010, title ="Role of HPC in next-generation AI", author = "Anandkumar, Animashree", pages = "xx", month = "December", year = "2020", doi = "https://doi.org/10.1109/hipc50609.2020.00010", isbn = "9781665422925", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210507-122910987", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/103478, title ="MESHFREEFLOWNET: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework", author = "Jiang, Chiyu Max and Esmaeilzadeh, Soheil and Azizzadenesheli, Kamyar and Kashinath, Karthik and Mustafa, Mustafa and Tchelepi, Hamdi A. and Marcus, Philip and Prabhat, Mr. and Anandkumar, Anima", journal = "arXiv", pages = "1-15", month = "November", year = "2020", doi = "https://doi.org/10.1109/SC41405.2020.00013", isbn = "978-1-7281-9998-6", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200526-153937049", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106480, title ="Fourier Neural Operator for Parametric Partial Differential Equations", author = "Li, Zongyi and Kovachki, Nikola and Azizzadenesheli, Kamyar and Liu, Burigede and Bhattacharya, Kaushik and Stuart, Andrew and Anandkumar, Anima", journal = "arXiv", month = "October", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120140981", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106482, title ="Distributionally Robust Learning for Unsupervised Domain Adaptation", author = "Wang, Haoxuan and Liu, Anqi and Yu, Zhiding and Yue, Yisong and Anandkumar, Anima", journal = "arXiv", month = "October", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120148344", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106481, title ="MEGATRON-CNTRL: Controllable Story Generation with External Knowledge Using Large-Scale Language Models", author = "Xu, Peng and Patwary, Mostofa and Shoeybi, Mohammad and Puri, Raul and Fung, Pascale and Anandkumar, Anima and Catanzaro, Bryan", journal = "arXiv", month = "October", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120144603", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/102676, title ="The Potential Dangers of Artificial Intelligence for Radiology and Radiologists", author = "Chu, Linda C. and Anandkumar, Animashree and Shin, Hoo Chang and Fishman, Elliot K.", journal = "Journal of the American College of Radiology", volume = "17", number = "10", pages = "1309-1311", month = "October", year = "2020", doi = "https://doi.org/10.1016/j.jacr.2020.04.010", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200420-154710784", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/104991, title ="OrbNet: Deep learning for quantum chemistry using symmetry-adapted atomic-orbital features", author = "Qiao, Zhuoran and Welborn, Matthew and Anandkumar, Animashree and Manby, Frederick R. and Miller, Thomas F., III", journal = "Journal of Chemical Physics", volume = "153", number = "12", pages = "Art. No. 124111", month = "September", year = "2020", doi = "https://doi.org/10.1063/5.0021955", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200818-095759329", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106483, title ="OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation", author = "Ren, Hongyu and Zhu, Yuke and Leskovec, Jure and Anandkumar, Anima and Garg, Animesh", journal = "Proceedings of Machine Learning Research", volume = "124", pages = "1378-1387", month = "August", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120151731", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106484, title ="Explore More and Improve Regret in Linear Quadratic Regulators", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Hassibi, Babak and Anandkumar, Anima", journal = "arXiv", month = "July", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120155157", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94168, title ="Tensor Regression Networks", author = "Kossaifi, Jean and Lipton, Zachary C. and Kolbeinsson, Arinbjörn and Khanna, Aran and Furlanello, Tommaso and Anandkumar, Anima", journal = "Journal of Machine Learning Research", volume = "21", pages = "1-21", month = "July", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085728859", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106487, title ="Automated Synthetic-to-Real Generalization", author = "Chen, Wuyang and Yu, Zhiding and Wang, Zhangyang and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "119", pages = "1746-1756", month = "July", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120205331", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100577, title ="Angular Visual Hardness", author = "Chen, Beidi and Liu, Weiyang and Yu, Zhiding and Kautz, Jan and Shrivastava, Anshumali and Garg, Animesh and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "119", pages = "1637-1648", month = "July", year = "2020", doi = "https://doi.org/v119/chen20n.html", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-084932688", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100568, title ="Learning Pose Estimation for UAV Autonomous Navigation and Landing Using Visual-Inertial Sensor Data", author = "Baldini, Francesca and Anandkumar, Animashree and Murray, Richard M.", journal = "arXiv", pages = "2961-2966", month = "July", year = "2020", doi = "https://doi.org/10.23919/ACC45564.2020.9147400", isbn = "9781538682661", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200108-154918519", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106490, title ="Competitive Policy Optimization", author = "Prajapat, Manish and Azizzadenesheli, Kamyar and Liniger, Alexander and Yue, Yisong and Anandkumar, Anima", journal = "arXiv", month = "June", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120215567", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106491, title ="Competitive Mirror Descent", author = "Schäfer, Florian and Anandkumar, Anima and Owhadi, Houman", journal = "arXiv", month = "June", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120218966", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/102270, title ="Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Hassibi, Babak and Anandkumar, Anima", journal = "arXiv", month = "March", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-131032742", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/102271, title ="Neural Operator: Graph Kernel Network for Partial Differential Equations", author = "Li, Zongyi and Kovachki, Nikola and Azizzadenesheli, Kamyar and Liu, Burigede and Bhattacharya, Kaushik and Stuart, Andrew and Anandkumar, Anima", journal = "arXiv", month = "March", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-133318521", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/102273, title ="Semi-Supervised StyleGAN for Disentanglement Learning", author = "Nie, Weili and Karras, Tero and Garg, Animesh and Debhath, Shoubhik and Patney, Anjul and Patel, Ankit B. and Anandkumar, Anima", journal = "arXiv", month = "March", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-135651804", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94183, title ="Higher-order Count Sketch: Dimensionality Reduction That Retains Efficient Tensor Operations", author = "Shi, Yang and Anandkumar, Animashree", journal = "arXiv", pages = "394", month = "March", year = "2020", doi = "https://doi.org/", isbn = "978-1-7281-6457-1", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085821224", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/98453, title ="Directivity Modes of Earthquake Populations with Unsupervised Learning", author = "Ross, Zachary E. and Trugman, Daniel T. and Azizzadenesheli, Kamyar and Anandkumar, Anima", journal = "Journal of Geophysical Research. Solid Earth", volume = "125", number = "2", pages = "Art. No. e2019JB018299", month = "February", year = "2020", doi = "https://doi.org/10.1029/2019JB018299", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154247884", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/101307, title ="Regret Minimization in Partially Observable Linear Quadratic Control", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Hassibi, Babak and Anandkumar, Anima", journal = "arXiv", month = "January", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200214-105620768", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100576, title ="InfoCNF: An Efficient Conditional Continuous Normalizing Flow with Adaptive Solvers", author = "Nguyen, Tan M. and Garg, Animesh and Baraniuk, Richard G. and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-083652974", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/98451, title ="Competitive Gradient Descent", author = "Schäfer, Florian and Anandkumar, Anima", journal = "33rd Conference on Neural Information Processing Systems", pages = "Art. No. 8979", month = "December", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154241002", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/103456, title ="Spectral Learning on Matrices and Tensors", author = "Janzamin, Majid and Ge, Rong and Kossaifi, Jean and Anandkumar, Anima", journal = "Foundations and Trends in Machine Learning", volume = "12", number = "5-6", pages = "393-536", month = "November", year = "2019", doi = "https://doi.org/10.1561/2200000057", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200526-130837701", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100567, title ="Finding Social Media Trolls: Dynamic Keyword Selection Methods for Rapidly-Evolving Online Debates", author = "Liu, Anqi and Srikanth, Maya and Adams-Cohen, Nicholas and Alvarez, R. Michael and Anandkumar, Anima", journal = "arXiv", month = "November", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200108-154406622", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100578, title ="Triply Robust Off-Policy Evaluation", author = "Liu, Anqi and Liu, Hao and Anandkumar, Anima and Yue, Yisong", journal = "arXiv", month = "November", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-085907638", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100579, title ="Memory Augmented Recursive Neural Networks", author = "Arabshahi, Forough and Lu, Zhichu and Singh, Sameer and Anandkumar, Animashree", journal = "arXiv", month = "November", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-090330653", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100580, title ="Implicit competitive regularization in GANs", author = "Schäfer, Florian and Zheng, Hongkai and Anandkumar, Anima", journal = "arXiv", month = "October", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-090758476", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/100581, title ="Multi Sense Embeddings from Topic Models", author = "Jain, Shobhit and Bodapati, Sravan Babu and Nallapati, Ramesh and Anandkumar, Anima", journal = "YEAR", volume = "74", month = "September", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-091458616", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/98454, title ="Out-of-Distribution Detection Using Neural Rendering Generative Models", author = "Huang, Yujia and Dai, Sihui and Nguyen, Tan and Baraniuk, Richard G. and Anandkumar, Anima", journal = "arXiv", month = "July", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154251302", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/112776, title ="Guaranteed Scalable Learning of Latent Tree Models", author = "Huang, Furong and Naresh, Niranjan Uma and Perros, Ioakeim and Chen, Robert and Sun, Jimeng and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "115", pages = "883-893", month = "July", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220107-163918011", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/98452, title ="Learning Causal State Representations of Partially Observable Environments", author = "Zhang, Amy and Lipton, Zachary C. and Pineda, Luis and Azizzadenesheli, Kamyar and Anandkumar, Anima and Itti, Laurent and Pineau, Joelle and Furlanello, Tommaso", journal = "arXiv", month = "June", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154244448", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/98458, title ="Robust Regression for Safe Exploration in Control", author = "Liu, Anqi and Shi, Guanya and Chung, Soon-Jo and Anandkumar, Anima and Yue, Yisong", journal = "arXiv", month = "June", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154307157", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94180, title ="Open Vocabulary Learning on Source Code with a Graph-Structured Cache", author = "Cvitkovic, Milan and Singh, Badal and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "97", pages = "1475-1485", month = "June", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085810844", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/92658, title ="Neural Lander: Stable Drone Landing Control using Learned Dynamics", author = "Shi, Guanya and Shi, Xichen and O'Connell, Michael and Yu, Rose and Azizzadenesheli, Kamyar and Anandkumar, Animashree and Yue, Yisong and Chung, Soon-Jo", journal = "arXiv", pages = "9784-9790", month = "May", year = "2019", doi = "https://doi.org/10.1109/ICRA.2019.8794351", isbn = "978-1-5386-6027-0", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190205-100744248", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/101651, title ="Junior AI researchers are in demand by universities and industry", author = "Kwok, Roberta and Ranade, Gireeja and Anandkumar, Anima and Maskey, Sameer and Mohaghegh, Mahsa and Vreeken, Jilles and Herman, Herman", journal = "Nature", volume = "568", number = "7753", pages = "581-583", month = "April", year = "2019", doi = "https://doi.org/10.1038/d41586-019-01248-w", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200302-111944472", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94173, title ="Active Learning with Partial Feedback", author = "Hu, Peiyun and Lipton, Zachary C. and Anandkumar, Anima and Ramanan, Deva", journal = "arXiv", month = "March", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085746172", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94184, title ="Regularized Learning for Domain Adaptation under Label Shifts", author = "Azizzadenesheli, Kamyar and Liu, Anqi and Yang, Fanny and Anandkumar, Animashree", pages = "1-26", month = "March", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085824665", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/98450, title ="Robust Deep Networks with Randomized Tensor Regression Layers", author = "Kolbeinsson, Arinbjörn and Kossaifi, Jean and Panagakis, Yannis and Bulat, Adrian and Anandkumar, Anima and Tzoulaki, Ioanna and Matthews, Paul", journal = "arXiv", month = "February", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154237568", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94225, title ="Stochastically Rank-Regularized Tensor Regression Networks", author = "Kolbeinsson, Arinbjörn and Kossaifi, Jean and Panagakis, Yannis and Anandkumar, Anima and Tzoulaki, Ioanna and Matthews, Paul", journal = "arXiv", month = "February", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-162823824", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/93356, title ="TensorLy: Tensor Learning in Python", author = "Kossaifi, Jean and Panagakis, Yannis and Anandkumar, Animashree and Pantic, Maja", journal = "Journal of Machine Learning Research", volume = "20", number = "26", pages = "1-6", month = "February", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190228-133230688", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94182, title ="Stochastic Linear Bandits with Hidden Low Rank Structure", author = "Lale, Sahin and Azizzadenesheli, Kamyar and Anandkumar, Anima and Hassibi, Babak", journal = "arXiv", month = "January", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085817695", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94181, title ="Neural Rendering Model: Joint Generation and Prediction for Semi-Supervised Learning", author = "Ho, Nhat and Nguyen, Tan and Patel, Ankit and Anandkumar, Anima and Jordan, Michael I. and Baraniuk, Richard G.", journal = "arXiv", month = "November", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085814265", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94179, title ="Trust Region Policy Optimization for POMDPs", author = "Azizzadenesheli, Kamyar and Bera, Manish Kumar and Anandkumar, Animashree", month = "October", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085807408", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94178, title ="signSGD with Majority Vote is Communication Efficient And Fault Tolerant", author = "Bernstein, Jeremy and Zhao, Jiawei and Azizzadenesheli, Kamyar and Anandkumar, Anima", journal = "arXiv", month = "October", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085803968", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94176, title ="Born Again Neural Networks", author = "Furlanello, Tommaso and Lipton, Zachary C. and Tschannen, Michael and Itti, Laurent and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "80", pages = "1607-1616", month = "July", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085757099", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94171, title ="StrassenNets: Deep Learning with a Multiplication Budget", author = "Tschannen, Michael and Khanna, Aran and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "80", pages = "4985-4994", month = "July", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085739295", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94172, title ="signSGD: Compressed Optimisation for Non-Convex Problems", author = "Bernstein, Jeremy and Wang, Yu-Xiang and Azizzadenesheli, Kamyar and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "80", pages = "560-569", month = "July", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085742729", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94177, title ="Probabilistic FastText for Multi-Sense Word Embeddings", author = "Athiwaratkun, Ben and Wilson, Andrew Gordon and Anandkumar, Anima", journal = "arXiv", pages = "Art. No. P18-1001 ", month = "June", year = "2018", isbn = "978-1-948087-32-2", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085800530", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94169, title ="Combining Symbolic Expressions and Black-box Function Evaluations in Neural Programs", author = "Arabshahi, Forough and Singh, Sameer and Anandkumar, Animashree", journal = "arXiv", pages = "1-12", month = "May", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085732435", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94170, title ="Learning From Noisy Singly-labeled Data", author = "Khetan, Ashish and Lipton, Zachary C. and Anandkumar, Animashree", journal = "arXiv", pages = "1-15", month = "May", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085735866", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94174, title ="Stochastic Activation Pruning for Robust Adversarial Defense", author = "Dhillon, Guneet S. and Azizzadenesheli, Kamyar and Lipton, Zachary C. and Bernstein, Jeremy and Kossaifi, Jean and Khanna, Aran and Anandkumar, Anima", journal = "arXiv", pages = "1-13", month = "May", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085749625", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94175, title ="Question Type Guided Attention in Visual Question Answering", author = "Shi, Yang and Furlanello, Tommaso and Zha, Sheng and Anandkumar, Animashree", journal = "arXiv", volume = "IV", number = "11208", pages = "158-175", month = "April", year = "2018", doi = "https://doi.org/10.1007/978-3-030-01225-0_10", isbn = "978-3-030-01224-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085753056", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94167, title ="Deep Active Learning for Named Entity Recognition", author = "Shen, Yanyao and Yun, Hyokun and Lipton, Zachary C. and Kronrod, Yakov and Anandkumar, Animashree", journal = "arXiv", month = "February", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085725408", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/90569, title ="Efficient Exploration Through Bayesian Deep Q-Networks", author = "Azizzadenesheli, Kamyar and Brunskill, Emma and Anandkumar, Animashree", pages = "1-9", month = "February", year = "2018", doi = "https://doi.org/10.1109/ita.2018.8503252", isbn = "9781728101248", url = "https://resolver.caltech.edu/CaltechAUTHORS:20181101-121222226", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/92672, title ="Long-term Forecasting using Tensor-Train RNNs", author = "Yu, Rose and Zheng, Stephan and Anandkumar, Anima and Yue, Yisong", journal = "arXiv", month = "October", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190205-113450468", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94330, title ="Homotopy Analysis for Tensor PCA", author = "Anandkumar, Anima and Deng, Yuan and Ge, Rong and Mobahi, Hossein", journal = "Proceedings of Machine Learning Research", volume = "65", pages = "79-104", month = "July", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123333151", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/85394, title ="Tensor Contraction Layers for Parsimonious Deep Nets", author = "Kossaifi, Jean and Khanna, Aran and Lipton, Zachary and Furlanello, Tommaso and Anandkumar, Anima", pages = "1940-1946", month = "July", year = "2017", doi = "https://doi.org/10.1109/CVPRW.2017.243", isbn = "978-1-5386-0733-6", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180321-103123441", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94362, title ="Compact Tensor Pooling for Visual Question Answering", author = "Shi, Yang and Furlanello, Tommaso and Anandkumar, Animashree", journal = "arXiv", month = "June", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190402-104101850", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94166, title ="Experimental results: Reinforcement Learning of POMDPs using Spectral Methods", author = "Azizzadenesheli, Kamyar and Lazaric, Alessandro and Anandkumar, Animashree", month = "May", year = "2017", isbn = "9781510838819", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085721979", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81620, title ="A Clustering Approach to Learning Sparsely Used Overcomplete Dictionaries", author = "Agarwal, Alekh and Anandkumar, Animashree and Netrapalli, Praneeth", journal = "IEEE Transactions on Information Theory", volume = "63", number = "1", pages = "575-592", month = "January", year = "2017", doi = "https://doi.org/10.1109/TIT.2016.2614684", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-111802806", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81619, title ="Analyzing Tensor Power Method Dynamics in Overcomplete Regime", author = "Anandkumar, Animashree and Ge, Rong and Janzamin, Majid", journal = "Journal of Machine Learning Research", volume = "18", number = "22", pages = "1-40", month = "January", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-110910164", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81869, title ="Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization", author = "Agarwal, Alekh and Anandkumar, Animashree and Jain, Prateek and Netrapalli, Praneeth", journal = "SIAM Journal of Optimization", volume = "26", number = "4", pages = "2775-2799", month = "December", year = "2016", doi = "https://doi.org/10.1137/140979861", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-090108498", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94327, title ="Online and Differentially-Private Tensor Decomposition", author = "Wang, Yining and Anandkumar, Animashree", journal = "arXiv", pages = "Art. No. 6498", month = "December", year = "2016", isbn = "9781510838819", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123322786", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81622, title ="Tensor Contractions with Extended BLAS Kernels on CPU and GPU", author = "Shi, Yang and Niranjan, U. N. and Anandkumar, Animashree and Cecka, Cris", pages = "193-202", month = "December", year = "2016", doi = "https://doi.org/10.1109/HiPC.2016.031", isbn = "978-1-5090-5411-4", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-112945692", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94165, title ="Reinforcement Learning in Rich-Observation MDPs using Spectral Methods", author = "Azizzadenesheli, Kamyar and Lazaric, Alessandro and Anandkumar, Animashree", journal = "arXiv", month = "November", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085718507", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94329, title ="Unsupervised learning of transcriptional regulatory networks via latent tree graphical models", author = "Gitter, Anthony and Huang, Furong and Valluvan, Ragupathyraj and Fraenkel, Ernest and Anandkumar, Animashree", journal = "arXiv", month = "September", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123329660", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94328, title ="Open Problem: Approximate Planning of POMDPs in the class of Memoryless Policies", author = "Azizzadenesheli, Kamyar and Lazaric, Alessandro and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "49", pages = "1639-1642", month = "June", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123326217", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94324, title ="Reinforcement Learning of POMDPs using Spectral Methods", author = "Azizzadenesheli, Kamyar and Lazaric, Alessandro and Anandkumar, Animashree", journal = "Proceedings of Machine Learning Research", volume = "49", pages = "193-256", month = "June", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123310700", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94326, title ="Spectral Methods for Correlated Topic Models", author = "Arabshahi, Forough and Anandkumar, Animashree", journal = "arXiv", month = "May", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123319347", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94325, title ="Training Input-Output Recurrent Neural Networks through Spectral Methods", author = "Sedghi, Hanie and Anandkumar, Anima", journal = "arXiv", month = "March", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123315920", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94323, title ="Efficient approaches for escaping higher order saddle points in non-convex optimization", author = "Anandkumar, Anima and Ge, Rong", journal = "arXiv", month = "February", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123307245", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94320, title ="Fast and Guaranteed Tensor Decomposition via Sketching", author = "Wang, Yining and Tung, Hsiao-Yu and Smola, Alex and Anandkumar, Anima", journal = "arXiv", volume = "1", pages = "991-999", month = "December", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123256793", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81879, title ="Online Tensor Methods for Learning Latent Variable Models", author = "Huang, Furong and Niranjan, U. N. and Hakeem, Mohammad Umar and Anandkumar, Animashree", journal = "Journal of Machine Learning Research", volume = "16", pages = "2797-2835", month = "December", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-111140656", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81884, title ="When Are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity", author = "Anandkumar, Animashree and Hsu, Daniel and Janzamin, Majid and Kakade, Sham", journal = "Journal of Machine Learning Research", volume = "16", pages = "2643-2694", month = "December", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-144026647", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81868, title ="Are You Going to the Party: Depends, Who Else is Coming?: [Learning Hidden Group Dynamics via Conditional Latent Tree Models]", author = "Arabshahi, Forough and Huang, Furong and Anandkumar, Animashree and Butts, Carter T. and Fitzhugh, Sean M.", pages = "697-702", month = "November", year = "2015", doi = "https://doi.org/10.1109/ICDM.2015.146", isbn = "978-1-4673-9504-5", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-083449769", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81634, title ="Tensor Decompositions for Learning Latent Variable Models (A Survey for ALT)", author = "Anandkumar, Animashree and Ge, Rong and Hsu, Daniel and Kakade, Sham M. and Telgarsky, Matus", number = "9355", pages = "19-38", month = "October", year = "2015", doi = "https://doi.org/10.1007/978-3-319-24486-0_2", isbn = "978-3-319-24485-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-143816175", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94322, title ="Tensor vs Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations", author = "Anandkumar, Animashree and Jain, Prateek and Shi, Yang and Niranjan, U. N.", journal = "arXiv", month = "October", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123303824", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94321, title ="Beating the Perils of Non-Convexity: Guaranteed Training of Neural Networks using Tensor Methods", author = "Janzamin, Majid and Sedghi, Hanie and Anandkumar, Anima", journal = "arXiv", month = "June", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123300368", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94319, title ="Convolutional Dictionary Learning through Tensor Factorization", author = "Huang, Furong and Anandkumar, Animashree", journal = "arXiv", month = "June", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123253238", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94348, title ="Multi-Object Classification and Unsupervised Scene Understanding Using Deep Learning Features and Latent Tree Probabilistic Models", author = "Nimmagadda, Tejaswi and Anandkumar, Anima", journal = "arXiv", month = "May", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162932108", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81632, title ="A Spectral Algorithm for Latent Dirichlet Allocation", author = "Anandkumar, Animashree and Foster, Dean P. and Hsu, Daniel and Kakade, Sham M. and Liu, Yi-Kai", journal = "Algorithmica", volume = "72", number = "1", pages = "193-214", month = "May", year = "2015", doi = "https://doi.org/10.1007/s00453-014-9909-1", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-142816744", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94346, title ="Score Function Features for Discriminative Learning", author = "Janzamin, Majid and Sedghi, Hanie and Anandkumar, Anima", journal = "arXiv", month = "May", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162925219", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94347, title ="Learning Mixed Membership Community Models in Social Tagging Networks through Tensor Methods", author = "Anandkumar, Anima and Sedghi, Hanie", journal = "arXiv", month = "March", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162928669", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94389, title ="Provable Methods for Training Neural Networks with Sparse Connectivity", author = "Sedghi, Hanie and Anandkumar, Anima", journal = "arXiv", pages = "Art. No. 66", month = "December", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190402-163306528", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94345, title ="Provable Tensor Methods for Learning Mixtures of Generalized Linear Models", author = "Sedghi, Hanie and Janzamin, Majid and Anandkumar, Anima", journal = "Proceedings of Machine Learning Research", volume = "51", pages = "1223-1231", month = "December", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162921773", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94344, title ="Score Function Features for Discriminative Learning: Matrix and Tensor Framework", author = "Janzamin, Majid and Sedghi, Hanie and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162918161", } @conference_item {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/94343, title ="Provable Methods for Training Neural Networks with Sparse Connectivity", author = "Sedghi, Hanie and Anandkumar, Anima", journal = "arXiv", month = "December", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162914714", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118594, title ="Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse Optimization and Matrix Decomposition", author = "Sedghi, Hanie and Anandkumar, Anima and Jonckheere, Edmond", pages = "1-9", month = "December", year = "2014", isbn = "9781510800410", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-215036029", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118596, title ="Provable Non-convex Robust PCA", author = "Netrapalli, Praneeth and Niranjan, U N and Sanghavi, Sujay and Anandkumar, Animashree and Jain, Prateek", pages = "1-9", month = "December", year = "2014", isbn = "9781510800410", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-220846768", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118597, title ="Non-convex Robust PCA", author = "Netrapalli, Praneeth and Niranjan, U N and Sanghavi, Sujay and Anandkumar, Animashree and Jain, Prateek", journal = "arXiv", month = "October", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-220922210", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81881, title ="Tensor Decompositions for Learning Latent Variable Models", author = "Anandkumar, Animashree and Ge, Rong and Hsu, Daniel and Kakade, Sham M. and Telgarsky, Matus", journal = "Journal of Machine Learning Research", volume = "15", pages = "2773-2832", month = "August", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-134735763", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81871, title ="A Tensor Approach to Learning Mixed Membership Community Models", author = "Anandkumar, Animashree and Ge, Rong and Hsu, Daniel and Kakade, Sham M.", journal = "Journal of Machine Learning Research", volume = "15", pages = "2239-2312", month = "June", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-093022023", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81805, title ="Active Learning of Multiple Source Multiple Destination Topologies", author = "Sattari, Pegah and Kurant, Maciej and Anandkumar, Animashree and Markopoulou, Athina and Rabbat, Michael G.", journal = "IEEE Transactions on Signal Processing", volume = "62", number = "8", pages = "1926-1937", month = "April", year = "2014", doi = "https://doi.org/10.1109/TSP.2014.2304431", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-101553300", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81883, title ="High-Dimensional Covariance Decomposition into Sparse Markov and Independence Models", author = "Janzamin, Majid and Anandkumar, Animashree", journal = "Journal of Machine Learning Research", volume = "15", pages = "1549-1591", month = "April", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-142820777", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118595, title ="Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse Optimization and Noisy Matrix Decomposition", author = "Sedghi, Hanie and Anandkumar, Anima and Jonckheere, Edmond", journal = "arXiv", month = "February", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-215104749", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81631, title ="Seeing through black boxes: Tracking transactions through queues under monitoring resource constraints", author = "Anandkumar, Animashree and He, Ting and Bisdikian, Chatschik and Agrawal, Dakshi", journal = "Performance Evaluation", volume = "70", number = "12", pages = "1090-1110", month = "December", year = "2013", doi = "https://doi.org/10.1016/j.peva.2013.08.003", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-142253537", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81626, title ="Topology discovery of sparse random graphs with few participants", author = "Anandkumar, Animashree and Hassidim, Avinatan and Kelner, Jonathan", journal = "Random Structures & Algorithms", volume = "43", number = "1", pages = "16-48", month = "August", year = "2013", doi = "https://doi.org/10.1002/rsa.20420", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-132342501", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81804, title ="Robust noncooperative rate-maximization game for MIMO Gaussian interference channels under bounded channel uncertainty", author = "Anandkumar, Amod J. G. and Anandkumar, Animashree and Lambotharan, Sangarapillai and Chambers, Jonathon", pages = "4819-4823", month = "May", year = "2013", doi = "https://doi.org/10.1109/ICASSP.2013.6638576", isbn = "978-1-4799-0356-6", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-100945197", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81803, title ="FCD: Fast-concurrent-distributed load balancing under switching costs and imperfect observations", author = "Huang, Furong and Anandkumar, Animashree", pages = "1896-1904", month = "April", year = "2013", doi = "https://doi.org/10.1109/INFCOM.2013.6566989", isbn = "978-1-4673-5944-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-100358224", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81802, title ="Active learning of multiple source multiple destination topologies", author = "Sattari, Pegah and Kurant, Maciej and Anandkumar, Animashree and Markopoulou, Athina and Rabbat, Michael", pages = "1-6", month = "March", year = "2013", doi = "https://doi.org/10.1109/CISS.2013.6552253", isbn = "978-1-4673-5237-6", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-095252031", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81877, title ="Learning loopy graphical models with latent variables: Efficient methods and guarantees", author = "Anandkumar, Animashree and Valluvan, Ragupathyraj", journal = "Annals of Statistics", volume = "41", number = "2", pages = "401-435", month = "January", year = "2013", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-104250746", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118593, title ="A Spectral Algorithm for Latent Dirichlet Allocation", author = "Anandkumar, Anima and Foster, Dean P. and Hsu, Daniel and Kakade, Sham M. and Liu, Yi-Kai", pages = "1-9", month = "December", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-213700256", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118592, title ="Latent Graphical Model Selection: Efficient Methods for Locally Tree-like Graphs", author = "Anandkumar, Anima and Valluvan, Ragupathyraj", pages = "1-9", month = "December", year = "2012", isbn = "9781627480031", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-212818169", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/33349, title ="Feedback Message Passing for Inference in Gaussian Graphical Models", author = "Liu, Ying and Chandrasekaran, Venkat and Anandkumar, Animashree and Willsky, Alan S.", journal = "IEEE Transactions on Signal Processing", volume = "60", number = "8", pages = "4135-4150", month = "August", year = "2012", doi = "https://doi.org/10.1109/TSP.2012.2195656", url = "https://resolver.caltech.edu/CaltechAUTHORS:20120820-094221711", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81870, title ="High-Dimensional Gaussian Graphical Model Selection: Walk Summability and Local Separation Criterion", author = "Anandkumar, Animashree and Tan, Vincent Y. F. and Huang, Furong and Willsky, Alan S.", journal = "Journal of Machine Learning Research", volume = "13", pages = "2293-2337", month = "August", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-091743601", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81876, title ="High-dimensional structure estimation in Ising models: Local separation criterion", author = "Anandkumar, Animashree and Tan, Vincent Y. F. and Huang, Furong and Willsky, Alan S.", journal = "Annals of Statistics", volume = "40", number = "3", pages = "1346-1375", month = "June", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-101515951", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118587, title ="High-Dimensional Graphical Model Selection: Tractable Graph Families and Necessary Conditions", author = "Anandkumar, Anima and Tan, Voncent Y. F. and Willsky, Alan S.", pages = "1-9", month = "December", year = "2011", isbn = "9781618395993", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-193410312", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118591, title ="Learning Mixtures of Tree Graphical Models", author = "Anandkumar, Animashree and Hsu, Daniel and Huang, Furong and Kakade, Sham M.", pages = "1-9", month = "December", year = "2011", isbn = "9781618395993", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-212034677", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118585, title ="Spectral Methods for Learning Multivariate Latent Tree Structure", author = "Anandkumar, Animashree and Chaudhuri, Kamalika and Hsu, Daniel and Kakade, Sham M. and Song, Le and Zhang, Tong", pages = "1-9", month = "December", year = "2011", isbn = "9781618395993", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-190922619", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81801, title ="Robust Rate Maximization Game Under Bounded Channel Uncertainty", author = "Anandkumar, Amod J. G. and Anandkumar, Animashree and Lambotharan, Sangarapillai and Chambers, Jonathon A.", journal = "IEEE Transactions on Vehicular Technology", volume = "60", number = "9", pages = "4471-4486", month = "November", year = "2011", doi = "https://doi.org/10.1109/TVT.2011.2171011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-094601829", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/118586, title ="Spectral Methods for Learning Multivariate Latent Tree Structure", author = "Anandkumar, Animashree and Chaudhuri, Kamalika and Hsu, Daniel and Kakade, Sham M. and Song, Le and Zhang, Tong", journal = "arXiv", month = "July", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-191039686", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/29998, title ="Summary Based Structures with Improved Sublinear Recovery for Compressed Sensing", author = "Khajehnejad, M. Amin and Yoo, Juhwan and Anandkumar, Animashree and Hassibi, Babak", pages = "1427-1431", month = "July", year = "2011", doi = "https://doi.org/10.1109/ISIT.2011.6033775", isbn = "978-1-4577-0596-0", url = "https://resolver.caltech.edu/CaltechAUTHORS:20120406-072754339", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81885, title ="Learning High-Dimensional Markov Forest Distributions: Analysis of Error Rates", author = "Tan, Vincent Y. F. and Anandkumar, Animashree and Willsky, Alan S.", journal = "Journal of Machine Learning Research", volume = "12", pages = "1617-1653", month = "June", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-144736867", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81875, title ="Learning Latent Tree Graphical Models", author = "Choi, Myung Jin and Tan, Vincent Y. F. and Anandkumar, Animashree and Willsky, Alan S.", journal = "Journal of Machine Learning Research", volume = "12", pages = "1771-1812", month = "May", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-100701408", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81748, title ="Distributed Algorithms for Learning and Cognitive Medium Access with Logarithmic Regret", author = "Anandkumar, Animashree and Michael, Nithin and Tang, Ao Kevin and Swami, Ananthram", journal = "IEEE Journal on Selected Areas in Communications", volume = "29", number = "4", pages = "731-745", month = "April", year = "2011", doi = "https://doi.org/10.1109/JSAC.2011.110406", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-133040888", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81800, title ="Energy-latency tradeoff for in-network function computation in random networks", author = "Balister, Paul and Bollobás, Béla and Anandkumar, Animashree and Willsky, Alan", pages = "1575-1583", month = "April", year = "2011", doi = "https://doi.org/10.1109/INFCOM.2011.5934949", isbn = "978-1-4244-9919-9", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-092119382", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81799, title ="Index-based sampling policies for tracking dynamic networks under sampling constraints", author = "He, Ting and Anandkumar, Animashree and Agrawal, Dakshi", pages = "1233-1241", month = "April", year = "2011", doi = "https://doi.org/10.1109/INFCOM.2011.5934904", isbn = "978-1-4244-9919-9", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-091212425", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81737, title ="A Large-Deviation Analysis of the Maximum-Likelihood Learning of Markov Tree Structures", author = "Tan, Vincent Y. F. and Anandkumar, Animashree and Tong, Lang and Willsky, Alan S.", journal = "IEEE Transactions on Information Theory", volume = "57", number = "3", pages = "1714-1735", month = "March", year = "2011", doi = "https://doi.org/10.1109/TIT.2011.2104513", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-092634649", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81752, title ="Efficiency of rate-maximization game under bounded channel uncertainty", author = "Anandkumar, Amod J. G. and Anandkumar, Animashree and Lambotharan, Sangarapillai and Chambers, Jonathon", pages = "482-486", month = "November", year = "2010", doi = "https://doi.org/10.1109/ACSSC.2010.5757605", isbn = "978-1-4244-9722-5", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-134024046", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81735, title ="Error exponents for composite hypothesis testing of Markov forest distributions", author = "Tan, Vincent Y. F. and Anandkumar, Animashree and Willsky, Alan S.", pages = "1613-1617", month = "June", year = "2010", doi = "https://doi.org/10.1109/ISIT.2010.5513399", isbn = "978-1-4244-7890-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-085233225", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/34688, title ="Feedback Message Passing for Inference in Gaussian Graphical Models", author = "Liu, Ying and Chandrasekaran, Venkat and Anandkumar, Animashree and Willsky, Alan S.", pages = "1683-1687", month = "June", year = "2010", doi = "https://doi.org/10.1109/ISIT.2010.5513321", isbn = "978-1-4244-6960-4", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-153356182", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81733, title ="Limit laws for random spatial graphical models", author = "Anandkumar, Animashree and Yukich, Joseph and Willsky, Alan", pages = "1728-1732", month = "June", year = "2010", doi = "https://doi.org/10.1109/ISIT.2010.5513254", isbn = "978-1-4244-7890-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-084526901", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81730, title ="Learning Gaussian Tree Models: Analysis of Error Exponents and Extremal Structures", author = "Tan, Vincent Y. F. and Anandkumar, Animashree and Willsky, Alan S.", journal = "IEEE Transactions on Signal Processing", volume = "58", number = "5", pages = "2701-2714", month = "May", year = "2010", doi = "https://doi.org/10.1109/TSP.2010.2042478", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-082655078", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81731, title ="Opportunistic Spectrum Access with Multiple Users: Learning under Competition", author = "Anandkumar, Animashree and Michael, Nithin and Tang, Ao", pages = "1-9", month = "March", year = "2010", doi = "https://doi.org/10.1109/INFCOM.2010.5462144", isbn = "978-1-4244-5836-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-083321456", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81732, title ="Robust rate-maximization game under bounded channel uncertainty", author = "Anandkumar, Amod J. G. and Anandkumar, Animashree and Lambotharan, Sangarapillai and Chambers, Jonathon", pages = "3158-3161", month = "March", year = "2010", doi = "https://doi.org/10.1109/ICASSP.2010.5496066", isbn = "978-1-4244-4295-9", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-084018628", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81718, title ="How do the structure and the parameters of Gaussian tree models affect structure learning?", author = "Tan, Vincent Y. F. and Anandkumar, Animashree and Willsky, Alan S.", pages = "684-691", month = "October", year = "2009", doi = "https://doi.org/10.1109/ALLERTON.2009.5394929", isbn = "978-1-4244-5870-7", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-160724769", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81715, title ="Energy scaling laws for distributed inference in random fusion networks", author = "Anandkumar, Animashree and Yukich, Joseph E. and Tong, Lang and Swami, Ananthram", journal = "IEEE Journal on Selected Areas in Communications", volume = "27", number = "7", pages = "1203-1217", month = "September", year = "2009", doi = "https://doi.org/10.1109/JSAC.2009.090916", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-155701400", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81713, title ="A large-deviation analysis for the maximum likelihood learning of tree structures", author = "Tan, Vincent Y. F. and Anandkumar, Animashree and Tong, Lang and Willsky, Alan S.", pages = "1140-1144", month = "July", year = "2009", doi = "https://doi.org/10.1109/ISIT.2009.5206012", isbn = "978-1-4244-4312-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-154915776", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81712, title ="Detection error exponent for spatially dependent samples in random networks", author = "Anandkumar, Animashree and Tong, Lang and Willsky, Alan", pages = "2882-2886", month = "July", year = "2009", doi = "https://doi.org/10.1109/ISIT.2009.5205358", isbn = "978-1-4244-4312-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-154140237", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81710, title ="Prize-Collecting Data Fusion for Cost-Performance Tradeoff in Distributed Inference", author = "Anandkumar, Animashree and Wang, Meng and Tong, Lang and Swami, Ananthram", pages = "2150-2158", month = "April", year = "2009", doi = "https://doi.org/10.1109/INFCOM.2009.5062139", isbn = "978-1-4244-3512-8", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-153522501", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81659, title ="Detection of Gauss-Markov Random Fields With Nearest-Neighbor Dependency", author = "Anandkumar, Animashree and Tong, Lang and Swami, Ananthram", journal = "IEEE Transactions on Information Theory", volume = "55", number = "2", pages = "816-827", month = "February", year = "2009", doi = "https://doi.org/10.1109/TIT.2008.2009855", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-162015185", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81654, title ="Optimal Node Density for Detection in Energy-Constrained Random Networks", author = "Anandkumar, Animashree and Tong, Lang and Swami, Ananthram", journal = "IEEE Transactions on Signal Processing", volume = "56", number = "10", pages = "5232-5245", month = "October", year = "2008", doi = "https://doi.org/10.1109/TSP.2008.928514", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-160524319", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/80111, title ="Min-min times in peer-to-peer file sharing networks", author = "Ezovski, G. Matthew and Anandkumar, Animashree and Tang, A. Kevin and Andrew, Lachlan L. H.", pages = "1487-1494", month = "September", year = "2008", doi = "https://doi.org/10.1109/ALLERTON.2008.4797738", isbn = "978-1-4244-2925-7", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170810-112107197", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81652, title ="Distributed Estimation Via Random Access", author = "Anandkumar, Animashree and Tong, Lang and Swami, Ananthram", journal = "IEEE Transactions on Information Theory", volume = "54", number = "7", pages = "3175-3181", month = "July", year = "2008", doi = "https://doi.org/10.1109/TIT.2008.924652", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-155855969", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81882, title ="Tracking in a spaghetti bowl: monitoring transactions using footprints", author = "Anandkumar, Animashree and Bisdikian, Chatschik and Agrawal, Dakshi", pages = "133-144", month = "June", year = "2008", doi = "https://doi.org/10.1145/1375457.1375473", isbn = "978-1-60558-005-0", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-141103230", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81649, title ="Minimum Cost Data Aggregation with Localized Processing for Statistical Inference", author = "Anandkumar, Animashree and Tong, Lang and Swami, Ananthram and Ephremides, Anthony", pages = "1454-1462", month = "April", year = "2008", doi = "https://doi.org/10.1109/INFOCOM.2008.129", isbn = "978-1-4244-2025-4", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-154142664", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81656, title ="Non-intrusive transaction monitoring using system logs", author = "Sengupta, Bikram and Banerjee, Nilanjan and Anandkumar, Animashree and Bisdikian, Chatschik", pages = "879-882", month = "April", year = "2008", doi = "https://doi.org/10.1109/NOMS.2008.4575237", isbn = "978-1-4244-2065-0", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-161153053", } @article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81648, title ="Type-Based Random Access for Distributed Detection Over Multiaccess Fading Channels", author = "Anandkumar, Animashree and Tong, Lang", journal = "IEEE Transactions on Signal Processing", volume = "55", number = "10", pages = "5032-5043", month = "October", year = "2007", doi = "https://doi.org/10.1109/TSP.2007.896302", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-153723886", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81644, title ="Detection of Gauss-Markov Random Field on Nearest-Neighbor Graph", author = "Anandkumar, Animashree and Tong, Lang and Swami, Ananthram", pages = "829-832", month = "April", year = "2007", doi = "https://doi.org/10.1109/ICASSP.2007.366808", isbn = "1-4244-0727-3", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-152542556", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81646, title ="Energy Efficient Routing for Statistical Inference of Markov Random Fields", author = "Anandkumar, Animashree and Tong, Lang and Swami, Ananthram", pages = "643-648", month = "March", year = "2007", doi = "https://doi.org/10.1109/CISS.2007.4298386", isbn = "9781424410361", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-153229570", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81637, title ="A Large Deviation Analysis of Detection Over Multi-Access Channels with Random Number of Sensors", author = "Anandkumar, Animashree and Tong, Lang", volume = "4", pages = "1097-1100", month = "May", year = "2006", doi = "https://doi.org/10.1109/ICASSP.2006.1661164", isbn = "1-4244-0469-X", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-144901114", } @book_section {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/81638, title ="Distributed Statistical Inference using Type Based Random Access over Multi-access Fading Channels", author = "Anandkumar, Animashree and Tong, Lang", pages = "38-43", month = "March", year = "2006", doi = "https://doi.org/10.1109/CISS.2006.286427", isbn = "1-4244-0349-9", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-145744615", }