@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/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/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/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/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/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/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/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/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/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/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", } @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", } @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/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/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/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", } @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", } @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/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", } @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", } @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", } @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", } @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", } @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/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", } @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/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", } @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", } @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/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", } @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/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/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", } @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", } @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/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/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/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/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/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/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/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", } @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/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", } @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", } @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/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/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", }