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