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issn = "2325-5870", doi = "10.1109/tcns.2023.3338240" } @other{https://authors.library.caltech.edu/records/vdtwg-mf097, title = "KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Discrete-Time Systems", url = "https://authors.library.caltech.edu/records/vdtwg-mf097", id = "record", isbn = "979-8-3503-0124-3", doi = "10.1109/cdc49753.2023.10384011" } @article{https://authors.library.caltech.edu/records/wygt1-n8w76, title = "Multi-modal molecule structure–text model for text-based retrieval and editing", journal = "Nature Machine Intelligence", url = "https://authors.library.caltech.edu/records/wygt1-n8w76", id = "record", issn = "2522-5839", doi = "10.1038/s42256-023-00759-6", volume = "5" } @other{https://authors.library.caltech.edu/records/fgq7y-t4m59, title = "Fully Attentional Networks with Self-emerging Token Labeling", url = "https://authors.library.caltech.edu/records/fgq7y-t4m59", id = "record", isbn = "979-8-3503-0718-4", doi = 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"record", doi = "10.48550/arXiv.2211.15044" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20221221-004737590, title = "Fast Sampling of Diffusion Models via Operator Learning", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221221-004737590", id = "record", doi = "10.48550/arXiv.2211.13449" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20221202-906480600.2, title = "LNS-Madam: Low-Precision Training in Logarithmic Number System using Multiplicative Weight Update", journal = "IEEE Transactions on Computers", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221202-906480600.2", id = "record", issn = "0018-9340", doi = "10.1109/tc.2022.3202747", volume = "71" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20230315-336429000.9, title = "2022 IEEE 61st Conference on Decision and Control (CDC)", chapter = "Machine Learning Accelerated PDE Backstepping Observers", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230315-336429000.9", id = "record", isbn = "978-1-6654-6761-2", doi = "10.1109/cdc51059.2022.9992759" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20221122-564647900.20, title = "Using Real-time Feedback To Improve Surgical Performance on a Robotic Tissue Dissection Task", journal = "European Urology Open Science", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221122-564647900.20", id = "record", issn = "2666-1683", doi = "10.1016/j.euros.2022.09.015", volume = "46", pmcid = "PMC9732447" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20221011-459145000.39, 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", journal = "International Journal of High Performance Computing Applications", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221011-459145000.39", id = "record", issn = "1094-3420", doi = "10.1177/10943420221113513" } 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"https://resolver.caltech.edu/CaltechAUTHORS:20220124-214564000", id = "record", issn = "2045-2322", doi = "10.1038/s41598-022-11549-2", volume = "12", pmcid = "PMC9114003" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220715-174841781, title = "Diffusion Models for Adversarial Purification", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220715-174841781", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2205.07460", volume = "162" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220505-792409800, title = "Neural-Fly enables rapid learning for agile flight in strong winds", journal = "Science Robotics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220505-792409800", id = "record", issn = "2470-9476", doi = "10.1126/scirobotics.abm6597", volume = "7" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20220805-757905000, title = "2022 IEEE International Parallel and Distributed Processing 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@article{https://resolver.caltech.edu/CaltechAUTHORS:20210831-203857558, title = "Coach-Player Multi-agent Reinforcement Learning for Dynamic Team Composition", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203857558", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2105.08692", volume = "139" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210510-134322482, title = "Image-Level or Object-Level? 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@other{https://resolver.caltech.edu/CaltechAUTHORS:20210831-203924970, title = "Nonlinear Quantum Optimization Algorithms via Efficient Ising Model Encodings", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203924970", id = "record", doi = "10.48550/arXiv.2106.13304" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20210719-210135878, title = "Learning Dissipative Dynamics in Chaotic Systems", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210719-210135878", id = "record", doi = "10.48550/arXiv.2106.06898" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20210225-132725054, title = "2021 IEEE International Conference on Robotics and Automation (ICRA)", chapter = "Emergent Hand Morphology and Control from Optimizing Robust Grasps of Diverse Objects", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132725054", id = "record", isbn = "978-1-7281-9077-8", doi = "10.1109/ICRA48506.2021.9562092" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210727-162630002, title = "Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210727-162630002", id = "record", issn = "2640-3498", volume = "144" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210225-132728423, title = "Stability and Identification of Random Asynchronous Linear Time-Invariant Systems", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132728423", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2012.04160", volume = "144" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210510-092451106, title = "Stable Online Control of Linear Time-Varying Systems", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-092451106", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2104.14134", volume = "144" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210727-172214672, title = "Robust Reinforcement Learning: A Constrained Game-theoretic Approach", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210727-172214672", id = "record", issn = "2640-3498", volume = "144" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20221222-232747640, title = "SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-232747640", id = "record", doi = "10.48550/arXiv.2105.15203" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20210225-132731801, title = "2021 IEEE International Conference on Robotics and Automation (ICRA)", chapter = "Fast Uncertainty Quantification for Deep Object Pose Estimation", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132731801", id = "record", isbn = "978-1-7281-9077-8", doi = "10.1109/ICRA48506.2021.9561483" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120212166, chapter = "Deep Bayesian Quadrature Policy Optimization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120212166", id = "record", doi = "10.48550/arXiv.2006.15637" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20210510-132935112, title = "Generating and Characterizing Scenarios for Safety Testing of Autonomous Vehicles", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-132935112", id = "record", doi = "10.48550/arXiv.2103.07403" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20210510-133253602, title = "Contrastive Syn-to-Real Generalization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-133253602", id = "record", doi = "10.48550/arXiv.2104.02290" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20200403-141835981, title = "2021 American Control Conference (ACC)", chapter = "Adaptive Control and Regret Minimization in Linear Quadratic Gaussian (LQG) Setting", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200403-141835981", id = "record", isbn = "978-1-6654-4197-1", doi = "10.23919/ACC50511.2021.9483309" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210611-152119929, title = "Tensor Methods in Computer Vision and Deep Learning", journal = "Proceedings of the IEEE", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210611-152119929", id = "record", issn = "0018-9219", doi = "10.1109/jproc.2021.3074329", volume = "109" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20200928-140721280, title = "Deep learning-based computer vision to recognize and classify suturing gestures in robot-assisted surgery", journal = "Surgery", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200928-140721280", id = "record", issn = "0039-6060", doi = "10.1016/j.surg.2020.08.016", volume = "169", pmcid = "PMC7994208" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210223-154127043, title = "Physics-informed machine learning: case studies for weather and climate modelling", journal = "Philosophical Transactions A: Mathematical, Physical and Engineering Sciences", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210223-154127043", id = "record", issn = "1364-503X", doi = "10.1098/rsta.2020.0093", volume = "379" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20200526-150616242, title = "Chance-Constrained Trajectory Optimization for Safe Exploration and Learning of Nonlinear Systems", journal = "IEEE Robotics and Automation Letters", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200526-150616242", id = "record", issn = "2377-3766", doi = "10.1109/LRA.2020.3044033", volume = "6" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20201110-074357009, title = "Active Learning under Label Shift", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201110-074357009", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2007.08479", volume = "130" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20210225-132714927, title = "Disentangling Observed Causal Effects from Latent Confounders using Method of Moments", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132714927", id = "record", doi = "10.48550/arXiv.2101.06614" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20201203-151028849, chapter = "Multi-task learning for electronic structure to predict and explore molecular potential energy surfaces", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201203-151028849", id = "record", doi = "10.48550/arXiv.2011.02680" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20201109-074710530, chapter = "Bongard-LOGO: A New Benchmark for Human-Level Concept Learning and Reasoning", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-074710530", id = "record", doi = "10.48550/arXiv.2010.00763" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120222366, chapter = "Multipole Graph Neural Operator for Parametric Partial Differential Equations", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120222366", id = "record", doi = "10.48550/arXiv.2006.09535" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-222544264, title = "Advances in neural information processing systems 33 pre-proceedings (NeurIPS 2020)", chapter = "Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-222544264", id = "record", isbn = "9781713829546" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20210507-122910987, title = "2020 IEEE 27th International Conference on High Performance Computing, Data, and Analytics (HiPC)", chapter = "Role of HPC in next-generation AI", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210507-122910987", id = "record", isbn = "9781665422925", doi = "10.1109/hipc50609.2020.00010" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20200402-134911700, chapter = "Convolutional Tensor-Train LSTM for Spatio-temporal Learning", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-134911700", id = "record", doi = "10.48550/arXiv.2002.09131" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120201944, chapter = "Neural Networks with Recurrent Generative Feedback", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120201944", id = "record", doi = "10.48550/arXiv.2007.09200" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20201109-123525639, chapter = "Causal Discovery in Physical Systems from Videos", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-123525639", id = "record", doi = "10.48550/arXiv.2007.00631" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120208748, chapter = "Learning compositional functions via multiplicative weight updates", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120208748", id = "record", doi = "10.48550/arXiv.2006.14560" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120140981, title = "Fourier Neural Operator for Parametric Partial Differential Equations", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120140981", id = "record", doi = "10.48550/arXiv.2010.08895" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120144603, title = "MEGATRON-CNTRL: Controllable Story Generation with External Knowledge Using Large-Scale Language Models", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120144603", id = "record", doi = "10.48550/arXiv.2010.00840" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120148344, title = "Distributionally Robust Learning for Unsupervised Domain Adaptation", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120148344", id = "record", doi = "10.48550/arXiv.2010.05784" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120218966, title = "Competitive Mirror Descent", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120218966", id = "record", doi = "10.48550/arXiv.2006.10179" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120155157, title = "Explore More and Improve Regret in Linear Quadratic Regulators", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120155157", id = "record", doi = "10.48550/arXiv.2007.12291" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120215567, title = "Competitive Policy Optimization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120215567", id = "record", doi = "10.48550/arXiv.2006.10611" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20200526-153937049, title = "SC20: International Conference for High 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"https://resolver.caltech.edu/CaltechAUTHORS:20200818-095759329", id = "record", issn = "0021-9606", doi = "10.1063/5.0021955", volume = "153" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120151731, title = "OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120151731", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2008.07087", volume = "124" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085728859, title = "Tensor Regression Networks", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085728859", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1707.08308", volume = "21" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20201106-120205331, title = "Automated Synthetic-to-Real Generalization", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120205331", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2007.06965", volume = "119" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20200109-084932688, title = "Angular Visual Hardness", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-084932688", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1912.02279", volume = "119" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20200108-154918519, title = "2020 American Control Conference (ACC)", chapter = "Learning Pose Estimation for UAV Autonomous Navigation and Landing Using Visual-Inertial Sensor Data", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200108-154918519", id = "record", isbn = "9781538682661", doi = "10.23919/ACC45564.2020.9147400" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200402-133318521, title = "Neural Operator: Graph Kernel Network for Partial Differential Equations", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-133318521", id = "record", doi = "10.48550/arXiv.2003.03485" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200402-131032742, title = "Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-131032742", id = "record", doi = "10.48550/arXiv.2003.11227" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200402-135651804, title = "Semi-Supervised StyleGAN for Disentanglement Learning", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200402-135651804", id = "record", doi = "10.48550/arXiv.2003.03461" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085821224, title = "2020 Data Compression Conference (DCC)", chapter = "Higher-order Count Sketch: Dimensionality Reduction That Retains Efficient Tensor Operations", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085821224", id = "record", isbn = "978-1-7281-6457-1", doi = "10.1109/DCC47342.2020.00045" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200214-105620768, title = "Regret Minimization in Partially Observable Linear Quadratic Control", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200214-105620768", id = "record", doi = "10.48550/arXiv.2002.00082" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190905-154247884, title = "Directivity Modes of Earthquake Populations with Unsupervised Learning", journal = "Journal of Geophysical Research. Solid Earth", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154247884", id = "record", issn = "2169-9313", doi = "10.1029/2019JB018299", volume = "125" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200109-083652974, title = "InfoCNF: An Efficient Conditional Continuous Normalizing Flow with Adaptive Solvers", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-083652974", id = "record", doi = "10.48550/arXiv.1912.03978" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200109-090330653, title = "Memory Augmented Recursive Neural Networks", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-090330653", id = "record", doi = "10.48550/arXiv.1911.01545" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200109-085907638, title = "Triply Robust Off-Policy Evaluation", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-085907638", id = "record", doi = "10.48550/arXiv.1911.05811" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200109-090758476, title = "Implicit competitive regularization in GANs", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-090758476", id = "record", doi = "10.48550/arXiv.1910.05852" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200109-091458616, title = "Multi Sense Embeddings from Topic Models", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200109-091458616", id = "record", doi = "10.48550/arXiv.1909.07746" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20200108-154406622, title = "Finding Social Media Trolls: Dynamic Keyword Selection Methods for Rapidly-Evolving Online Debates", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200108-154406622", id = "record", doi = "10.48550/arXiv.1911.05332" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20190905-154241002, chapter = "Competitive Gradient Descent", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154241002", id = "record", doi = "10.48550/arXiv.1905.12103" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20200526-130837701, title = "Spectral Learning on Matrices and Tensors", journal = "Foundations and Trends in Machine Learning", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200526-130837701", id = "record", issn = "1935-8237", doi = "10.1561/2200000057", volume = "12" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190905-154244448, title = "Learning Causal State Representations of Partially Observable Environments", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154244448", id = "record", doi = "10.48550/arXiv.1906.10437" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190905-154237568, title = "Robust Deep Networks with Randomized Tensor Regression Layers", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154237568", id = "record", doi = "10.48550/arXiv.1902.10758" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190905-154307157, title = "Robust Regression for Safe Exploration in Control", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154307157", id = "record", doi = "10.48550/arXiv.1906.05819" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190905-154251302, title = "Out-of-Distribution Detection Using Neural Rendering Generative Models", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190905-154251302", id = "record", doi = "10.48550/arXiv.1907.04572" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220107-163918011, title = "Guaranteed Scalable Learning of Latent Tree Models", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220107-163918011", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1406.4566", volume = "115" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085810844, title = "Open Vocabulary Learning on Source Code with a Graph-Structured Cache", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085810844", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1810.08305", volume = "97" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20190205-100744248, title = "2019 International Conference on Robotics and Automation (ICRA)", chapter = "Neural Lander: Stable Drone Landing Control using Learned Dynamics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190205-100744248", id = "record", isbn = "978-1-5386-6027-0", doi = "10.1109/ICRA.2019.8794351" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20200302-111944472, title = "Junior AI researchers are in demand by universities and industry", journal = "Nature", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200302-111944472", id = "record", issn = "0028-0836", doi = "10.1038/d41586-019-01248-w", volume = "568" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-162932108, title = "Multi-Object Classification and Unsupervised 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"https://resolver.caltech.edu/CaltechAUTHORS:20190401-162918161", id = "record", doi = "10.48550/arXiv.1412.2863" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123307245, title = "Efficient approaches for escaping higher order saddle points in non-convex optimization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123307245", id = "record", doi = "10.48550/arXiv.1602.05908" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123329660, title = "Unsupervised learning of transcriptional regulatory networks via latent tree graphical models", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123329660", id = "record", doi = "10.48550/arXiv.1609.06335" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123315920, title = "Training Input-Output Recurrent Neural Networks through Spectral Methods", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123315920", id = "record", doi = "10.48550/arXiv.1603.00954" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123319347, title = "Spectral Methods for Correlated Topic Models", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123319347", id = "record", doi = "10.48550/arXiv.1605.09080" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123303824, title = "Tensor vs Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123303824", id = "record", doi = "10.48550/arXiv.1510.04747" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123300368, title = "Beating the Perils of Non-Convexity: Guaranteed Training of Neural Networks using Tensor Methods", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123300368", id = "record", doi = "10.48550/arXiv.1506.08473" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123253238, title = "Convolutional Dictionary Learning through Tensor Factorization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123253238", id = "record", doi = "10.48550/arXiv.1506.03509" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085824665, title = "Regularized Learning for Domain Adaptation under Label Shifts", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085824665", id = "record", doi = "10.48550/arXiv.1903.09734" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085807408, title = "Trust Region Policy Optimization for POMDPs", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085807408", id = "record", doi = "10.48550/arXiv.1810.07900" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085817695, title = "Stochastic Linear Bandits with Hidden Low Rank Structure", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085817695", id = "record", doi = "10.48550/arXiv.1901.09490" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085721979, title = "Experimental results: Reinforcement Learning of POMDPs using Spectral Methods", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085721979", id = "record", isbn = "9781510838819", doi = "10.48550/arXiv.1705.02553" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085718507, title = "Reinforcement Learning in Rich-Observation MDPs using Spectral Methods", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085718507", id = "record", doi = "10.48550/arXiv.1611.03907v4" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085803968, title = "signSGD with Majority Vote is Communication Efficient And Fault Tolerant", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085803968", id = "record", doi = "10.48550/arXiv.1810.05291" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085814265, title = "Neural Rendering Model: Joint Generation and Prediction for Semi-Supervised Learning", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085814265", id = "record", doi = "10.48550/arXiv.1811.02657" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-162823824, title = "Stochastically Rank-Regularized Tensor Regression Networks", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-162823824", id = "record", doi = "10.48550/arXiv.1902.10758" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085746172, title = "Active Learning with Partial Feedback", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085746172", id = "record", doi = "10.48550/arXiv.1802.07427" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190205-113450468, title = "Long-term Forecasting using Tensor-Train RNNs", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190205-113450468", id = "record", doi = "10.48550/arXiv.1711.00073" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190228-133230688, title = "TensorLy: Tensor Learning in Python", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190228-133230688", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1610.09555", volume = "20" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085757099, title = "Born Again Neural Networks", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085757099", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1805.04770", volume = "80" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085742729, title = "signSGD: Compressed Optimisation for Non-Convex Problems", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085742729", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1802.04434", volume = "80" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085739295, title = "StrassenNets: Deep Learning with a Multiplication Budget", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085739295", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1712.03942", volume = "80" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085800530, title = "Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)", chapter = "Probabilistic FastText for Multi-Sense Word Embeddings", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085800530", id = "record", isbn = "978-1-948087-32-2", doi = "10.48550/arXiv.1806.02901" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085732435, title = "Combining Symbolic Expressions and Black-box Function Evaluations in Neural Programs", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085732435", id = "record", doi = "10.48550/arXiv.1801.04342" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085749625, title = "Stochastic Activation Pruning for Robust Adversarial Defense", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085749625", id = "record", doi = "10.48550/arXiv.1803.01442" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085735866, title = "Learning From Noisy Singly-labeled Data", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085735866", id = "record", doi = "10.48550/arXiv.1712.04577" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085753056, title = "Computer Vision – ECCV 2018", chapter = "Question Type Guided Attention in Visual Question Answering", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085753056", id = "record", isbn = "978-3-030-01224-3", doi = "10.1007/978-3-030-01225-0\_10" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190327-085725408, title = "Deep Active Learning for Named Entity Recognition", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190327-085725408", id = "record", doi = "10.48550/arXiv.1707.05928" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20181101-121222226, title = "2018 Information Theory and Applications Workshop (ITA)", chapter = "Efficient Exploration Through Bayesian Deep Q-Networks", url = "https://resolver.caltech.edu/CaltechAUTHORS:20181101-121222226", id = "record", isbn = "9781728101248", doi = "10.1109/ita.2018.8503252" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123333151, title = "Homotopy Analysis for Tensor PCA", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123333151", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1610.09322", volume = "65" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20180321-103123441, title = "2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)", chapter = "Tensor Contraction Layers for Parsimonious Deep Nets", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180321-103123441", id = "record", isbn = "978-1-5386-0733-6", doi = "10.1109/CVPRW.2017.243" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-111802806, title = "A Clustering Approach to Learning Sparsely Used Overcomplete Dictionaries", journal = "IEEE Transactions on Information Theory", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-111802806", id = "record", issn = "0018-9448", doi = "10.1109/TIT.2016.2614684", volume = "63" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-110910164, title = "Analyzing Tensor Power Method Dynamics in Overcomplete Regime", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-110910164", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1411.1488", volume = "18" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-090108498, title = "Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization", journal = "SIAM Journal of Optimization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-090108498", id = "record", issn = "1052-6234", doi = "10.1137/140979861", volume = "26" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170920-112945692, title = "2016 IEEE 23rd International Conference on High Performance Computing", chapter = "Tensor Contractions with Extended BLAS Kernels on CPU and GPU", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-112945692", id = "record", isbn = "978-1-5090-5411-4", doi = "10.1109/HiPC.2016.031" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123322786, title = "Neural Information Processing Systems 2016", chapter = "Online and Differentially-Private Tensor Decomposition", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123322786", id = "record", isbn = "9781510838819", doi = "10.48550/arXiv.1606.06237" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123310700, title = "Reinforcement Learning of POMDPs using Spectral Methods", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123310700", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1602.07764", volume = "49" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123326217, title = "Open Problem: Approximate Planning of POMDPs in the class of Memoryless Policies", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123326217", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1608.04996", volume = "49" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-111140656, title = "Online Tensor Methods for Learning Latent Variable Models", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-111140656", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1309.0787", volume = "16" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20190401-123256793, chapter = "Fast and Guaranteed Tensor Decomposition via Sketching", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-123256793", id = "record", doi = "10.48550/arXiv.1506.04448" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-144026647, title = "When Are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-144026647", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1308.2853", volume = "16" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170927-083449769, title = "2015 IEEE International Conference on Data Mining", chapter = "Are You Going to the Party: Depends, Who Else is Coming?: [Learning Hidden Group Dynamics via Conditional Latent Tree Models]", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-083449769", id = "record", isbn = "978-1-4673-9504-5", doi = "10.1109/ICDM.2015.146" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170920-143816175, title = "Algorithmic Learning Theory", chapter = "Tensor Decompositions for Learning Latent Variable Models (A Survey for ALT)", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-143816175", id = "record", isbn = "978-3-319-24485-3", doi = "10.1007/978-3-319-24486-0\_2" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-162925219, title = "Score Function Features for Discriminative Learning", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162925219", id = "record", doi = "10.48550/arXiv.1412.6514" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-142816744, title = "A Spectral Algorithm for Latent Dirichlet Allocation", journal = "Algorithmica", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-142816744", id = "record", issn = "0178-4617", doi = "10.1007/s00453-014-9909-1", volume = "72" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190402-163306528, title = "Provable Methods for Training Neural Networks with Sparse Connectivity", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190402-163306528", id = "record", doi = "10.48550/arXiv.1412.2693" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190401-162921773, title = "Provable Tensor Methods for Learning Mixtures of Generalized Linear Models", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162921773", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.1412.3046", volume = "51" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20190401-162914714, title = "Provable Methods for Training Neural Networks with Sparse Connectivity", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190401-162914714", id = "record", doi = "10.48550/arXiv.1412.2693" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-220846768, title = "Advances in neural information processing systems 27 : 28th Annual Conference on Neural Information Processing Systems 2014", chapter = "Provable Non-convex Robust PCA", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-220846768", id = "record", isbn = "9781510800410" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-215036029, title = "Advances in neural information processing systems 27 : 28th Annual Conference on Neural Information Processing Systems 2014", chapter = "Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse Optimization and Matrix Decomposition", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-215036029", id = "record", isbn = "9781510800410" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-134735763, title = "Tensor Decompositions for Learning Latent Variable Models", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-134735763", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1210.7559", volume = "15" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-093022023, title = "A Tensor Approach to Learning Mixed Membership Community Models", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-093022023", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1302.2684", volume = "15" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170925-101553300, title = "Active Learning of Multiple Source Multiple Destination Topologies", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-101553300", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2014.2304431", volume = "62" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-142820777, title = "High-Dimensional Covariance Decomposition into Sparse Markov and Independence Models", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-142820777", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1211.0919", volume = "15" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-142253537, title = "Seeing through black boxes: Tracking transactions through queues under monitoring resource constraints", journal = "Performance Evaluation", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-142253537", id = "record", issn = "0166-5316", doi = "10.1016/j.peva.2013.08.003", volume = "70" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-132342501, title = "Topology discovery of sparse random graphs with few participants", journal = "Random Structures \& Algorithms", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-132342501", id = "record", issn = "1042-9832", doi = "10.1002/rsa.20420", volume = "43" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170925-100945197, title = "2013 IEEE International Conference on Acoustics, Speech and Signal Processing", chapter = "Robust noncooperative rate-maximization game for MIMO Gaussian interference channels under bounded channel uncertainty", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-100945197", id = "record", isbn = "978-1-4799-0356-6", doi = "10.1109/ICASSP.2013.6638576" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170925-100358224, title = "2013 Proceedings IEEE INFOCOM", chapter = "FCD: Fast-concurrent-distributed load balancing under switching costs and imperfect observations", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-100358224", id = "record", isbn = "978-1-4673-5944-3", doi = "10.1109/INFCOM.2013.6566989" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170925-095252031, title = "47th Annual Conference on Information Sciences and Systems", chapter = "Active learning of multiple source multiple destination topologies", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-095252031", id = "record", isbn = "978-1-4673-5237-6", doi = "10.1109/CISS.2013.6552253" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-104250746, title = "Learning loopy graphical models with latent variables: Efficient methods and guarantees", journal = "Annals of Statistics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-104250746", id = "record", issn = "0090-5364", doi = "10.48550/arXiv.1203.3887", volume = "41" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-212818169, title = "Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012", chapter = "Latent Graphical Model Selection: Efficient Methods for Locally Tree-like Graphs", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-212818169", id = "record", isbn = "9781627480031" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-213700256, chapter = "A Spectral Algorithm for Latent Dirichlet Allocation", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-213700256", id = "record" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20120820-094221711, title = "Feedback Message Passing for Inference in Gaussian Graphical Models", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20120820-094221711", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2012.2195656", volume = "60" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-091743601, title = "High-Dimensional Gaussian Graphical Model Selection: Walk Summability and Local Separation Criterion", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-091743601", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1107.1270", volume = "13" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-101515951, title = "High-dimensional structure estimation in Ising models: Local separation criterion", journal = "Annals of Statistics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-101515951", id = "record", issn = "0090-5364", doi = "10.48550/arXiv.1107.1736", volume = "40" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-212034677, title = "Advances in neural information processing systems 24 : 25th Annual Conference on Neural Information Processing Systems 2011", chapter = "Learning Mixtures of Tree Graphical Models", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-212034677", id = "record", isbn = "9781618395993" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-190922619, title = "Advances in neural information processing systems 24 : 25th Annual Conference on Neural Information Processing Systems 2011, December 12-15, 2011, Granada, Spain", chapter = "Spectral Methods for Learning Multivariate Latent Tree Structure", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221222-190922619", id = "record", isbn = "9781618395993" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20221222-193410312, title = "Advances in neural information processing systems 24 : 25th Annual Conference on Neural Information Processing Systems 2011, December 12-15, 2011, Granada, Spain", chapter = 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Acoustics, Speech and Signal Processing", chapter = "Robust rate-maximization game under bounded channel uncertainty", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-084018628", id = "record", isbn = "978-1-4244-4295-9", doi = "10.1109/ICASSP.2010.5496066" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170921-160724769, title = "47th Annual Allerton Conference on Communication, Control, and Computing", chapter = "How do the structure and the parameters of Gaussian tree models affect structure learning?", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-160724769", id = "record", isbn = "978-1-4244-5870-7", doi = "10.1109/ALLERTON.2009.5394929" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170921-155701400, title = "Energy scaling laws for distributed inference in random fusion networks", journal = "IEEE Journal on Selected Areas in Communications", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-155701400", id = "record", issn = "0733-8716", doi = "10.1109/JSAC.2009.090916", volume = "27" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170921-154140237, title = "2009 IEEE International Symposium on Information Theory", chapter = "Detection error exponent for spatially dependent samples in random networks", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-154140237", id = "record", isbn = "978-1-4244-4312-3", doi = "10.1109/ISIT.2009.5205358" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170921-154915776, title = "2009 IEEE International Symposium on Information Theory", chapter = "A large-deviation analysis for the maximum likelihood learning of tree structures", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-154915776", id = "record", isbn = "978-1-4244-4312-3", doi = "10.1109/ISIT.2009.5206012" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170921-153522501, title = "28th IEEE Conference on Computer Communications", chapter = "Prize-Collecting Data Fusion for Cost-Performance Tradeoff in Distributed Inference", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170921-153522501", id = "record", isbn = "978-1-4244-3512-8", doi = "10.1109/INFCOM.2009.5062139" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-162015185, title = "Detection of Gauss-Markov Random Fields With Nearest-Neighbor Dependency", journal = "IEEE Transactions on Information Theory", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-162015185", id = "record", issn = "0018-9448", doi = "10.1109/TIT.2008.2009855", volume = "55" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-160524319, title = "Optimal Node Density for Detection in Energy-Constrained Random Networks", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-160524319", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2008.928514", volume = "56" } 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"https://resolver.caltech.edu/CaltechAUTHORS:20170927-141103230", id = "record", isbn = "978-1-60558-005-0", doi = "10.1145/1375457.1375473" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170920-161153053, title = "2008 IEEE Network Operations and Management Symposium", chapter = "Non-intrusive transaction monitoring using system logs", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-161153053", id = "record", isbn = "978-1-4244-2065-0", doi = "10.1109/NOMS.2008.4575237" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170920-154142664, title = "27th IEEE Conference on Computer Communications", chapter = "Minimum Cost Data Aggregation with Localized Processing for Statistical Inference", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-154142664", id = "record", isbn = "978-1-4244-2025-4", doi = "10.1109/INFOCOM.2008.129" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-153723886, title = "Type-Based Random Access for Distributed 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isbn = "9781424410361", doi = "10.1109/CISS.2007.4298386" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170920-144901114, title = "2006 IEEE International Conference on Acoustics Speed and Signal Processing Proceedings", chapter = "A Large Deviation Analysis of Detection Over Multi-Access Channels with Random Number of Sensors", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-144901114", id = "record", isbn = "1-4244-0469-X", doi = "10.1109/ICASSP.2006.1661164" } @inbook{https://resolver.caltech.edu/CaltechAUTHORS:20170920-145744615, title = "2006 40th Annual Conference on Information Sciences and Systems", chapter = "Distributed Statistical Inference using Type Based Random Access over Multi-access Fading Channels", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-145744615", id = "record", isbn = "1-4244-0349-9", doi = "10.1109/CISS.2006.286427" }