@article{https://authors.library.caltech.edu/records/2ttpy-ejy25, title = "Neural operators for accelerating scientific simulations and design", journal = "Nature Reviews Physics", url = "https://authors.library.caltech.edu/records/2ttpy-ejy25", id = "record", issn = "2522-5820", doi = "10.1038/s42254-024-00712-5" } @article{https://authors.library.caltech.edu/records/06m4r-8jf10, title = "Physics-Informed Neural Operator for Learning Partial Differential Equations", journal = "ACM / IMS Journal of Data Science", url = "https://authors.library.caltech.edu/records/06m4r-8jf10", id = "record", issn = "2831-3194", doi = "10.1145/3648506" } @article{https://authors.library.caltech.edu/records/rhxkg-vj009, title = "State-specific protein–ligand complex structure prediction with a multiscale deep generative model", journal = "Nature Machine Intelligence", url = "https://authors.library.caltech.edu/records/rhxkg-vj009", id = "record", issn = "2522-5839", doi = "10.1038/s42256-024-00792-z" } @article{https://authors.library.caltech.edu/records/ch9jq-hc145, title = "AI-aided geometric design of anti-infection catheters", journal = "Science Advances", url = "https://authors.library.caltech.edu/records/ch9jq-hc145", id = "record", issn = "2375-2548", doi = "10.1126/sciadv.adj1741", volume = "10", pmcid = "PMC10776022" } @article{https://authors.library.caltech.edu/records/ewmpw-3r017, title = "Shaping the Water-Harvesting Behavior of Metal–Organic Frameworks Aided by Fine-Tuned GPT Models", journal = "Journal of the American Chemical Society", url = "https://authors.library.caltech.edu/records/ewmpw-3r017", id = "record", issn = "0002-7863", doi = "10.1021/jacs.3c12086" } @article{https://authors.library.caltech.edu/records/v26v8-j6q25, title = "Stability Constrained Reinforcement Learning for Decentralized Real-Time Voltage Control", journal = "IEEE Transactions on Control of Network Systems", url = "https://authors.library.caltech.edu/records/v26v8-j6q25", id = "record", issn = "2325-5870", doi = "10.1109/tcns.2023.3338240" } @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" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20230420-711199500.6, title = "A vision transformer for decoding surgeon activity from surgical videos", journal = "Nature Biomedical Engineering", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230420-711199500.6", id = "record", issn = "2157-846X", doi = "10.1038/s41551-023-01010-8", volume = "7", pmcid = "PMC10307635" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20230420-614686900.13, title = "Human visual explanations mitigate bias in AI-based assessment of surgeon skills", journal = "npj Digital Medicine", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230420-614686900.13", id = "record", issn = "2398-6352", doi = "10.1038/s41746-023-00766-2", volume = "6", pmcid = "PMC10063676" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220930-482429300.5, title = "Assessing the efficacy of dissection gestures in robotic surgery", journal = "Journal of Robotic Surgery", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220930-482429300.5", id = "record", issn = "1863-2491", doi = "10.1007/s11701-022-01458-x", volume = "17" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20230404-448520900.5, title = "Real-time high-resolution CO₂ geological storage prediction using nested Fourier neural operators", journal = "Energy and Environmental Science", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230404-448520900.5", id = "record", issn = "1754-5692", doi = "10.1039/d2ee04204e", volume = "16" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20230502-987371300.6, title = "A multi-institutional study using artificial intelligence to provide reliable and fair feedback to surgeons", journal = "Communications Medicine", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230502-987371300.6", id = "record", issn = "2730-664X", doi = "10.1038/s43856-023-00263-3", volume = "3", pmcid = "PMC10063640" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20221110-430801400.16, title = "Capturing fine-grained details for video-based automation of suturing skills assessment", journal = "International Journal of Computer Assisted Radiology and Surgery", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221110-430801400.16", id = "record", issn = "1861-6429", doi = "10.1007/s11548-022-02778-x", volume = "18", pmcid = "PMC9975072" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20221017-15547800.39, title = "\#COVIDisAirborne: AI-enabled multiscale computational microscopy of delta SARS-CoV-2 in a respiratory aerosol", journal = "International Journal of High Performance Computing Applications", url = "https://resolver.caltech.edu/CaltechAUTHORS:20221017-15547800.39", id = "record", issn = "1094-3420", doi = "10.1177/10943420221128233", volume = "37", pmcid = "PMC9527558" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20230209-988069100.14, title = "Surgical gestures as a method to quantify surgical performance and predict patient outcomes", journal = "npj Digital Medicine", url = "https://resolver.caltech.edu/CaltechAUTHORS:20230209-988069100.14", id = "record", issn = "2398-6352", doi = "10.1038/s41746-022-00738-y", volume = "5", pmcid = "PMC9780308" } @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" } @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" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220714-224603901, title = "Neural Scene Representation for Locomotion on Structured Terrain", journal = "IEEE Robotics and Automation Letters", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224603901", id = "record", issn = "2377-3766", doi = "10.1109/LRA.2022.3184779", volume = "7" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220112-7446100, title = "Use of surgical video–based automated performance metrics to predict blood loss and success of simulated vascular injury control in neurosurgery: a pilot study", journal = "Journal of Neurosurgery", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220112-7446100", id = "record", issn = "0022-3085", doi = "10.3171/2021.10.jns211064", volume = "137" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220908-194215690, title = "Validation of Machine Learning-Based Automated Surgical Instrument Annotation Using Publicly Available Intraoperative Video", journal = "Operative Neurosurgery", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220908-194215690", id = "record", issn = "2332-4252", doi = "10.1227/ons.0000000000000274", volume = "23" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220909-232706000, title = "Variational quantum optimization with multibasis encodings", journal = "Physical Review Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220909-232706000", id = "record", issn = "2643-1564", doi = "10.1103/physrevresearch.4.033142", volume = "4" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210831-203900979, title = "Informing geometric deep learning with electronic interactions to accelerate quantum chemistry", journal = "Proceedings of the National Academy of Sciences", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203900979", id = "record", issn = "0027-8424", doi = "10.1073/pnas.2205221119", volume = "119", pmcid = "PMC9351474" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220714-212437915, title = "Langevin Monte Carlo for Contextual Bandits", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212437915", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.arXiv.2206.11254", volume = "162" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220714-212445251, title = "Thompson Sampling Achieves Õ(√T) Regret in Linear Quadratic Control", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212445251", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2206.08520", volume = "178" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220413-607067100, title = "Deep Neural Networks Can Accurately Detect Blood Loss and Hemorrhage Control Task Success From Video", journal = "Neurosurgery", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220413-607067100", id = "record", issn = "0148-396X", doi = "10.1227/neu.0000000000001906", volume = "90" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220124-214564000, title = "Expert surgeons and deep learning models can predict the outcome of surgical hemorrhage from 1 min of video", journal = "Scientific Reports", url = "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" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220912-920381000, title = "The Relationship Between Technical Skills, Cognitive Workload, and Errors During Robotic Surgical Exercises", journal = "Journal of Endourology", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220912-920381000", id = "record", issn = "0892-7790", doi = "10.1089/end.2021.0790", volume = "36", pmcid = "PMC9145254" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220412-15492000, title = "U-FNO—An enhanced Fourier neural operator-based deep-learning model for multiphase flow", journal = "Advances in Water Resources", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220412-15492000", id = "record", issn = "0309-1708", doi = "10.1016/j.advwatres.2022.104180", volume = "163" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220714-212518736, title = "Understanding The Robustness in Vision Transformers", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-212518736", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2204.12451", volume = "162" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220329-772928599, title = "Utility of the Simulated Outcomes Following Carotid Artery Laceration Video Data Set for Machine Learning Applications", journal = "JAMA Network Open", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220329-772928599", id = "record", issn = "2574-3805", doi = "10.1001/jamanetworkopen.2022.3177", volume = "5", pmcid = "PMC8938712" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210225-132721680, title = "A learning-based multiscale method and its application to inelastic impact problems", journal = "Journal of the Mechanics and Physics of Solids", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210225-132721680", id = "record", issn = "0022-5096", doi = "10.1016/j.jmps.2021.104668", volume = "158" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210831-203931813, title = "OrbNet Denali: A machine learning potential for biological and organic chemistry with semi-empirical cost and DFT accuracy", journal = "Journal of Chemical Physics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203931813", id = "record", issn = "0021-9606", doi = "10.1063/5.0061990", volume = "155" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20220714-224643553, title = "Adversarial Skill Chaining for Long-Horizon Robot Manipulation via Terminal State Regularization", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220714-224643553", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.arXiv.2111.07999", volume = "164" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20211008-183538597, title = "Deep Learning to Automate Technical Skills Assessment in Robotic Surgery", journal = "JAMA Surgery", url = "https://resolver.caltech.edu/CaltechAUTHORS:20211008-183538597", id = "record", issn = "2168-6254", doi = "10.1001/jamasurg.2021.3651", volume = "156" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210910-182725636, title = "A systematic review of virtual reality for the assessment of technical skills in neurosurgery", journal = "Neurosurgical Focus", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210910-182725636", id = "record", issn = "1092-0684", doi = "10.3171/2021.5.focus21210", volume = "51" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210831-203918113, title = "SECANT: Self-Expert Cloning for Zero-Shot Generalization of Visual Policies", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203918113", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2106.09678", volume = "139" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210510-134322482, title = "Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed Detection", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210510-134322482", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2104.05702", volume = "139" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20210831-203904421, title = "Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210831-203904421", id = "record", issn = "2640-3498", doi = "10.48550/arXiv.2106.00136", volume = "139" } @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: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: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" } @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: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: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" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20200420-154710784, title = "The Potential Dangers of Artificial Intelligence for Radiology and Radiologists", journal = "Journal of the American College of Radiology", url = "https://resolver.caltech.edu/CaltechAUTHORS:20200420-154710784", id = "record", issn = "1546-1440", doi = "10.1016/j.jacr.2020.04.010", volume = "17", pmcid = "PMC7164850" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20200818-095759329, title = "OrbNet: Deep learning for quantum chemistry using symmetry-adapted atomic-orbital features", journal = "Journal of Chemical Physics", url = "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" } @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" } @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" } @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" } @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" } @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:20190327-085742729, 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:20190327-085757099, 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:20190327-085739295, 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" } @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" } @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" } @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:20170927-144026647, 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" } @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" } @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" } @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" } @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" } @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" } @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" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170925-094601829, title = "Robust Rate Maximization Game Under Bounded Channel Uncertainty", journal = "IEEE Transactions on Vehicular Technology", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170925-094601829", id = "record", issn = "0018-9545", doi = "10.1109/TVT.2011.2171011", volume = "60" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-144736867, title = "Learning High-Dimensional Markov Forest Distributions: Analysis of Error Rates", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-144736867", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1005.0766", volume = "12" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170927-100701408, title = "Learning Latent Tree Graphical Models", journal = "Journal of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170927-100701408", id = "record", issn = "1533-7928", doi = "10.48550/arXiv.1009.2722", volume = "12" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170922-133040888, title = "Distributed Algorithms for Learning and Cognitive Medium Access with Logarithmic Regret", journal = "IEEE Journal on Selected Areas in Communications", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-133040888", id = "record", issn = "0733-8716", doi = "10.1109/JSAC.2011.110406", volume = "29" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170922-092634649, title = "A Large-Deviation Analysis of the Maximum-Likelihood Learning of Markov Tree Structures", journal = "IEEE Transactions on Information Theory", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-092634649", id = "record", issn = "0018-9448", doi = "10.1109/TIT.2011.2104513", volume = "57" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170922-082655078, title = "Learning Gaussian Tree Models: Analysis of Error Exponents and Extremal Structures", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170922-082655078", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2010.2042478", volume = "58" } @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" } @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" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-155855969, title = "Distributed Estimation Via Random Access", journal = "IEEE Transactions on Information Theory", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-155855969", id = "record", issn = "0018-9448", doi = "10.1109/TIT.2008.924652", volume = "54" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170920-153723886, title = "Type-Based Random Access for Distributed Detection Over Multiaccess Fading Channels", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170920-153723886", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2007.896302", volume = "55" }