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ORCIDBenjamin Recht
Ben Recht
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- affiliation: California Institute of Technology, Center for the Mathematics of Information, Berkeley, CA, USA
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2020 – today
- 2023
[j32]Tengyuan Liang, Benjamin Recht:
Interpolating Classifiers Make Few Mistakes. J. Mach. Learn. Res. 24: 20:1-20:27 (2023)- [c96]Paula Gradu, Benjamin Recht:
Online Control for Adaptive Tapering of Medications. CDC 2023: 4067-4074 - [c95]Sara Fridovich-Keil, Giacomo Meanti, Frederik Rahbæk Warburg, Benjamin Recht, Angjoo Kanazawa:
K-Planes: Explicit Radiance Fields in Space, Time, and Appearance. CVPR 2023: 12479-12488 - [i92]Sara Fridovich-Keil, Giacomo Meanti, Frederik Warburg, Benjamin Recht, Angjoo Kanazawa:
K-Planes: Explicit Radiance Fields in Space, Time, and Appearance. CoRR abs/2301.10241 (2023) - [i91]Sara Fridovich-Keil, Fabrizio Valdivia, Gordon Wetzstein, Benjamin Recht, Mahdi Soltanolkotabi
:
Gradient Descent Provably Solves Nonlinear Tomographic Reconstruction. CoRR abs/2310.03956 (2023) - 2022
- [j31]Horia Mania, Michael I. Jordan, Benjamin Recht:
Active Learning for Nonlinear System Identification with Guarantees. J. Mach. Learn. Res. 23: 32:1-32:30 (2022) - [c94]Sara Fridovich-Keil, Alex Yu, Matthew Tancik, Qinhong Chen, Benjamin Recht, Angjoo Kanazawa:
Plenoxels: Radiance Fields without Neural Networks. CVPR 2022: 5491-5500 - [c93]Mihaela Curmei, Andreas A. Haupt, Benjamin Recht, Dylan Hadfield-Menell:
Towards Psychologically-Grounded Dynamic Preference Models. RecSys 2022: 35-48 - [i90]Mihaela Curmei, Andreas A. Haupt, Dylan Hadfield-Menell, Benjamin Recht:
Towards Psychologically-Grounded Dynamic Preference Models. CoRR abs/2208.01534 (2022) - 2021
- [j30]Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals:
Understanding deep learning (still) requires rethinking generalization. Commun. ACM 64(3): 107-115 (2021) - [j29]Ashia C. Wilson, Ben Recht, Michael I. Jordan:
A Lyapunov Analysis of Accelerated Methods in Optimization. J. Mach. Learn. Res. 22: 113:1-113:34 (2021) - [j28]Esther Rolf, David Fridovich-Keil, Max Simchowitz, Benjamin Recht, Claire J. Tomlin:
A Successive-Elimination Approach to Adaptive Robotic Source Seeking. IEEE Trans. Robotics 37(1): 34-47 (2021) - [c92]Andrew J. Taylor, Victor D. Dorobantu, Sarah Dean, Benjamin Recht, Yisong Yue, Aaron D. Ames:
Towards Robust Data-Driven Control Synthesis for Nonlinear Systems with Actuation Uncertainty. CDC 2021: 6469-6476 - [c91]Vaishaal Shankar, Achal Dave, Rebecca Roelofs, Deva Ramanan, Benjamin Recht, Ludwig Schmidt:
Do Image Classifiers Generalize Across Time? ICCV 2021: 9641-9649 - [c90]Mihaela Curmei, Sarah Dean, Benjamin Recht:
Quantifying Availability and Discovery in Recommender Systems via Stochastic Reachability. ICML 2021: 2265-2275 - [c89]Esther Rolf, Theodora T. Worledge, Benjamin Recht, Michael I. Jordan:
Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data. ICML 2021: 9040-9051 - [c88]Ali Jadbabaie, John Lygeros, George J. Pappas, Pablo A. Parrilo, Benjamin Recht, Claire J. Tomlin, Melanie N. Zeilinger:
Preface. L4DC 2021: 1-5 - [c87]Sarah Dean, Benjamin Recht:
Certainty Equivalent Perception-Based Control. L4DC 2021: 399-411 - [e2]Ali Jadbabaie, John Lygeros, George J. Pappas, Pablo A. Parrilo, Benjamin Recht, Claire J. Tomlin, Melanie N. Zeilinger:
Proceedings of the 3rd Annual Conference on Learning for Dynamics and Control, L4DC 2021, 7-8 June 2021, Virtual Event, Switzerland. Proceedings of Machine Learning Research 144, PMLR 2021 [contents] - [i89]Tengyuan Liang, Benjamin Recht:
Interpolating Classifiers Make Few Mistakes. CoRR abs/2101.11815 (2021) - [i88]Moritz Hardt, Benjamin Recht:
Patterns, predictions, and actions: A story about machine learning. CoRR abs/2102.05242 (2021) - [i87]Esther Rolf, Theodora Worledge, Benjamin Recht, Michael I. Jordan:
Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data. CoRR abs/2103.03399 (2021) - [i86]Mihaela Curmei, Sarah Dean, Benjamin Recht:
Quantifying Availability and Discovery in Recommender Systems via Stochastic Reachability. CoRR abs/2107.00833 (2021) - [i85]Alex Yu, Sara Fridovich-Keil, Matthew Tancik, Qinhong Chen, Benjamin Recht, Angjoo Kanazawa:
Plenoxels: Radiance Fields without Neural Networks. CoRR abs/2112.05131 (2021) - 2020
- [j27]Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu:
On the Sample Complexity of the Linear Quadratic Regulator. Found. Comput. Math. 20(4): 633-679 (2020) - [c86]Esther Rolf, Michael I. Jordan, Benjamin Recht:
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information. AISTATS 2020: 1759-1769 - [c85]Vaishaal Shankar, Karl Krauth, Kailas Vodrahalli, Qifan Pu, Benjamin Recht, Ion Stoica, Jonathan Ragan-Kelley, Eric Jonas, Shivaram Venkataraman:
Serverless linear algebra. SoCC 2020: 281-295 - [c84]Sarah Dean, Andrew J. Taylor, Ryan K. Cosner, Benjamin Recht, Aaron D. Ames:
Guaranteeing Safety of Learned Perception Modules via Measurement-Robust Control Barrier Functions. CoRL 2020: 654-670 - [c83]Sarah Dean, Sarah Rich, Benjamin Recht:
Recommendations and user agency: the reachability of collaboratively-filtered information. FAT* 2020: 436-445 - [c82]John Miller, Karl Krauth, Benjamin Recht, Ludwig Schmidt:
The Effect of Natural Distribution Shift on Question Answering Models. ICML 2020: 6905-6916 - [c81]Vaishaal Shankar, Alex Fang, Wenshuo Guo, Sara Fridovich-Keil, Jonathan Ragan-Kelley, Ludwig Schmidt, Benjamin Recht:
Neural Kernels Without Tangents. ICML 2020: 8614-8623 - [c80]Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt:
Evaluating Machine Accuracy on ImageNet. ICML 2020: 8634-8644 - [c79]Sarah Dean, Nikolai Matni, Benjamin Recht, Vickie Ye:
Robust Guarantees for Perception-Based Control. L4DC 2020: 350-360 - [c78]Liam Li, Kevin G. Jamieson, Afshin Rostamizadeh, Ekaterina Gonina, Jonathan Ben-tzur, Moritz Hardt, Benjamin Recht, Ameet Talwalkar:
A System for Massively Parallel Hyperparameter Tuning. MLSys 2020 - [c77]Rohan Taori, Achal Dave, Vaishaal Shankar, Nicholas Carlini, Benjamin Recht, Ludwig Schmidt:
Measuring Robustness to Natural Distribution Shifts in Image Classification. NeurIPS 2020 - [e1]Alexandre M. Bayen, Ali Jadbabaie, George J. Pappas, Pablo A. Parrilo, Benjamin Recht, Claire J. Tomlin, Melanie N. Zeilinger:
Proceedings of the 2nd Annual Conference on Learning for Dynamics and Control, L4DC 2020, Online Event, Berkeley, CA, USA, 11-12 June 2020. Proceedings of Machine Learning Research 120, PMLR 2020 [contents] - [i84]Vaishaal Shankar, Alex Fang, Wenshuo Guo, Sara Fridovich-Keil, Ludwig Schmidt, Jonathan Ragan-Kelley, Benjamin Recht:
Neural Kernels Without Tangents. CoRR abs/2003.02237 (2020) - [i83]Esther Rolf, Michael I. Jordan, Benjamin Recht:
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information. CoRR abs/2003.05955 (2020) - [i82]John Miller, Karl Krauth, Benjamin Recht, Ludwig Schmidt:
The Effect of Natural Distribution Shift on Question Answering Models. CoRR abs/2004.14444 (2020) - [i81]Horia Mania, Michael I. Jordan, Benjamin Recht:
Active Learning for Nonlinear System Identification with Guarantees. CoRR abs/2006.10277 (2020) - [i80]Rohan Taori, Achal Dave, Vaishaal Shankar, Nicholas Carlini, Benjamin Recht, Ludwig Schmidt:
Measuring Robustness to Natural Distribution Shifts in Image Classification. CoRR abs/2007.00644 (2020) - [i79]Wenshuo Guo, Mihaela Curmei, Serena Lutong Wang, Benjamin Recht, Michael I. Jordan:
Finding Equilibrium in Multi-Agent Games with Payoff Uncertainty. CoRR abs/2007.05647 (2020) - [i78]Sarah Dean, Benjamin Recht:
Certainty Equivalent Perception-Based Control. CoRR abs/2008.12332 (2020) - [i77]Esther Rolf, Jonathan Proctor, Tamma Carleton, Ian Bolliger, Vaishaal Shankar, Miyabi Ishihara, Benjamin Recht, Solomon Hsiang:
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery. CoRR abs/2010.08168 (2020) - [i76]Sarah Dean, Andrew J. Taylor, Ryan K. Cosner, Benjamin Recht, Aaron D. Ames:
Guaranteeing Safety of Learned Perception Modules via Measurement-Robust Control Barrier Functions. CoRR abs/2010.16001 (2020) - [i75]Karl Krauth, Sarah Dean, Alex Zhao, Wenshuo Guo, Mihaela Curmei, Benjamin Recht, Michael I. Jordan:
Do Offline Metrics Predict Online Performance in Recommender Systems? CoRR abs/2011.07931 (2020) - [i74]Andrew J. Taylor, Victor D. Dorobantu, Sarah Dean, Benjamin Recht, Yisong Yue, Aaron D. Ames:
Towards Robust Data-Driven Control Synthesis for Nonlinear Systems with Actuation Uncertainty. CoRR abs/2011.10730 (2020)
2010 – 2019
- 2019
- [j26]Benjamin Recht:
A Tour of Reinforcement Learning: The View from Continuous Control. Annu. Rev. Control. Robotics Auton. Syst. 2: 253-279 (2019) - [j25]Jason D. Lee, Ioannis Panageas, Georgios Piliouras, Max Simchowitz, Michael I. Jordan, Benjamin Recht:
First-order methods almost always avoid strict saddle points. Math. Program. 176(1-2): 311-337 (2019) - [c76]Somayeh Sojoudi, Benjamin Recht, John C. Doyle:
Mathematical Models of Physiological Responses to Exercise. ACC 2019: 1525-1532 - [c75]Stephen Tu, Ross Boczar, Benjamin Recht:
Minimax Lower Bounds for H∞-Norm Estimation. ACC 2019: 3538-3543 - [c74]Sarah Dean, Stephen Tu, Nikolai Matni, Benjamin Recht:
Safely Learning to Control the Constrained Linear Quadratic Regulator. ACC 2019: 5582-5588 - [c73]Max Simchowitz, Ross Boczar, Benjamin Recht:
Learning Linear Dynamical Systems with Semi-Parametric Least Squares. COLT 2019: 2714-2802 - [c72]Stephen Tu, Benjamin Recht:
The Gap Between Model-Based and Model-Free Methods on the Linear Quadratic Regulator: An Asymptotic Viewpoint. COLT 2019: 3036-3083 - [c71]Benjamin Recht, Rebecca Roelofs, Ludwig Schmidt, Vaishaal Shankar:
Do ImageNet Classifiers Generalize to ImageNet? ICML 2019: 5389-5400 - [c70]Karl Krauth, Stephen Tu, Benjamin Recht:
Finite-time Analysis of Approximate Policy Iteration for the Linear Quadratic Regulator. NeurIPS 2019: 8512-8522 - [c69]Rebecca Roelofs, Vaishaal Shankar, Benjamin Recht, Sara Fridovich-Keil, Moritz Hardt, John Miller, Ludwig Schmidt:
A Meta-Analysis of Overfitting in Machine Learning. NeurIPS 2019: 9175-9185 - [c68]Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht:
Model Similarity Mitigates Test Set Overuse. NeurIPS 2019: 9993-10002 - [c67]Horia Mania, Stephen Tu, Benjamin Recht:
Certainty Equivalence is Efficient for Linear Quadratic Control. NeurIPS 2019: 10154-10164 - [i73]Max Simchowitz, Ross Boczar, Benjamin Recht:
Learning Linear Dynamical Systems with Semi-Parametric Least Squares. CoRR abs/1902.00768 (2019) - [i72]Horia Mania, Stephen Tu, Benjamin Recht:
Certainty Equivalent Control of LQR is Efficient. CoRR abs/1902.07826 (2019) - [i71]Benjamin Recht, Rebecca Roelofs, Ludwig Schmidt, Vaishaal Shankar:
Do ImageNet Classifiers Generalize to ImageNet? CoRR abs/1902.10811 (2019) - [i70]Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht:
Model Similarity Mitigates Test Set Overuse. CoRR abs/1905.12580 (2019) - [i69]Karl Krauth, Stephen Tu, Benjamin Recht:
Finite-time Analysis of Approximate Policy Iteration for the Linear Quadratic Regulator. CoRR abs/1905.12842 (2019) - [i68]Vaishaal Shankar, Achal Dave, Rebecca Roelofs, Deva Ramanan, Benjamin Recht, Ludwig Schmidt:
A systematic framework for natural perturbations from videos. CoRR abs/1906.02168 (2019) - [i67]Sarah Dean, Nikolai Matni, Benjamin Recht, Vickie Ye:
Robust Guarantees for Perception-Based Control. CoRR abs/1907.03680 (2019) - [i66]Sarah Dean, Sarah Rich, Benjamin Recht:
Recommendations and User Agency: The Reachability of Collaboratively-Filtered Information. CoRR abs/1912.10068 (2019) - 2018
- [j24]Moritz Hardt, Tengyu Ma, Benjamin Recht:
Gradient Descent Learns Linear Dynamical Systems. J. Mach. Learn. Res. 19: 29:1-29:44 (2018) - [j23]Samet Oymak, Benjamin Recht, Mahdi Soltanolkotabi:
Sharp Time-Data Tradeoffs for Linear Inverse Problems. IEEE Trans. Inf. Theory 64(6): 4129-4158 (2018) - [c66]Stephen Tu, Ross Boczar, Benjamin Recht:
On the Approximation of Toeplitz Operators for Nonparametric H∞-norm Estimation. ACC 2018: 1867-1872 - [c65]Ross Boczar, Nikolai Matni, Benjamin Recht:
Finite-Data Performance Guarantees for the Output-Feedback Control of an Unknown System. CDC 2018: 2994-2999 - [c64]Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht:
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification. COLT 2018: 439-473 - [c63]Stephen Tu, Benjamin Recht:
Least-Squares Temporal Difference Learning for the Linear Quadratic Regulator. ICML 2018: 5012-5021 - [c62]Horia Mania, Aurelia Guy, Benjamin Recht:
Simple random search of static linear policies is competitive for reinforcement learning. NeurIPS 2018: 1805-1814 - [c61]Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu:
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator. NeurIPS 2018: 4192-4201 - [c60]Max Simchowitz, Ahmed El Alaoui, Benjamin Recht:
Tight query complexity lower bounds for PCA via finite sample deformed wigner law. STOC 2018: 1249-1259 - [i65]Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht:
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification. CoRR abs/1802.08334 (2018) - [i64]Horia Mania, Aurelia Guy, Benjamin Recht:
Simple random search provides a competitive approach to reinforcement learning. CoRR abs/1803.07055 (2018) - [i63]Ross Boczar, Nikolai Matni, Benjamin Recht:
Finite-Data Performance Guarantees for the Output-Feedback Control of an Unknown System. CoRR abs/1803.09186 (2018) - [i62]Max Simchowitz, Ahmed El Alaoui, Benjamin Recht:
Tight Query Complexity Lower Bounds for PCA via Finite Sample Deformed Wigner Law. CoRR abs/1804.01221 (2018) - [i61]Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu:
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator. CoRR abs/1805.09388 (2018) - [i60]Benjamin Recht, Rebecca Roelofs, Ludwig Schmidt, Vaishaal Shankar:
Do CIFAR-10 Classifiers Generalize to CIFAR-10? CoRR abs/1806.00451 (2018) - [i59]Benjamin Recht:
A Tour of Reinforcement Learning: The View from Continuous Control. CoRR abs/1806.09460 (2018) - [i58]Sarah Dean, Stephen Tu, Nikolai Matni, Benjamin Recht:
Safely Learning to Control the Constrained Linear Quadratic Regulator. CoRR abs/1809.10121 (2018) - [i57]Esther Rolf, David Fridovich-Keil, Max Simchowitz, Benjamin Recht, Claire J. Tomlin:
A Successive-Elimination Approach to Adaptive Robotic Sensing. CoRR abs/1809.10611 (2018) - [i56]Stephen Tu, Ross Boczar, Benjamin Recht:
Minimax Lower Bounds for ℋ∞-Norm Estimation. CoRR abs/1809.10855 (2018) - [i55]Liam Li, Kevin G. Jamieson, Afshin Rostamizadeh, Ekaterina Gonina, Moritz Hardt, Benjamin Recht, Ameet Talwalkar:
Massively Parallel Hyperparameter Tuning. CoRR abs/1810.05934 (2018) - [i54]Vaishaal Shankar, Karl Krauth, Qifan Pu, Eric Jonas, Shivaram Venkataraman, Ion Stoica, Benjamin Recht, Jonathan Ragan-Kelley:
numpywren: serverless linear algebra. CoRR abs/1810.09679 (2018) - [i53]Stephen Tu, Benjamin Recht:
The Gap Between Model-Based and Model-Free Methods on the Linear Quadratic Regulator: An Asymptotic Viewpoint. CoRR abs/1812.03565 (2018) - 2017
- [j22]Nicholas Boyd, Trevor Hastie, Stephen P. Boyd, Benjamin Recht, Michael I. Jordan:
Saturating Splines and Feature Selection. J. Mach. Learn. Res. 18: 197:1-197:32 (2017) - [j21]Nicholas Boyd, Geoffrey Schiebinger, Benjamin Recht:
The Alternating Descent Conditional Gradient Method for Sparse Inverse Problems. SIAM J. Optim. 27(2): 616-639 (2017) - [j20]Horia Mania, Xinghao Pan, Dimitris S. Papailiopoulos, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan:
Perturbed Iterate Analysis for Asynchronous Stochastic Optimization. SIAM J. Optim. 27(4): 2202-2229 (2017) - [c59]Eric Jonas, Qifan Pu, Shivaram Venkataraman, Ion Stoica, Benjamin Recht:
Occupy the cloud: distributed computing for the 99%. SoCC 2017: 445-451 - [c58]Max Simchowitz, Kevin G. Jamieson, Benjamin Recht:
The Simulator: Understanding Adaptive Sampling in the Moderate-Confidence Regime. COLT 2017: 1794-1834 - [c57]Orianna Demasi, Benjamin Recht:
A step towards quantifying when an algorithm can and cannot predict an individual's wellbeing. UbiComp/ISWC Adjunct 2017: 763-771 - [c56]Evan Randall Sparks, Shivaram Venkataraman, Tomer Kaftan, Michael J. Franklin, Benjamin Recht:
KeystoneML: Optimizing Pipelines for Large-Scale Advanced Analytics. ICDE 2017: 535-546 - [c55]Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals:
Understanding deep learning requires rethinking generalization. ICLR 2017 - [c54]Stephen Tu, Shivaram Venkataraman, Ashia C. Wilson, Alex Gittens, Michael I. Jordan, Benjamin Recht:
Breaking Locality Accelerates Block Gauss-Seidel. ICML 2017: 3482-3491 - [c53]Ashia C. Wilson, Rebecca Roelofs, Mitchell Stern, Nati Srebro, Benjamin Recht:
The Marginal Value of Adaptive Gradient Methods in Machine Learning. NIPS 2017: 4148-4158 - [c52]Shivaram Venkataraman, Aurojit Panda, Kay Ousterhout, Michael Armbrust, Ali Ghodsi, Michael J. Franklin, Benjamin Recht, Ion Stoica:
Drizzle: Fast and Adaptable Stream Processing at Scale. SOSP 2017: 374-389 - [i52]Eric Jonas, Shivaram Venkataraman, Ion Stoica, Benjamin Recht:
Occupy the Cloud: Distributed Computing for the 99%. CoRR abs/1702.04024 (2017) - [i51]Max Simchowitz, Kevin G. Jamieson, Benjamin Recht:
The Simulator: Understanding Adaptive Sampling in the Moderate-Confidence Regime. CoRR abs/1702.05186 (2017) - [i50]Max Simchowitz, Ahmed El Alaoui, Benjamin Recht:
On the Gap Between Strict-Saddles and True Convexity: An Omega(log d) Lower Bound for Eigenvector Approximation. CoRR abs/1704.04548 (2017) - [i49]Ashia C. Wilson, Rebecca Roelofs, Mitchell Stern, Nathan Srebro, Benjamin Recht:
The Marginal Value of Adaptive Gradient Methods in Machine Learning. CoRR abs/1705.08292 (2017) - [i48]Ross Boczar, Laurent Lessard, Andrew K. Packard, Benjamin Recht:
Exponential Stability Analysis via Integral Quadratic Constraints. CoRR abs/1706.01337 (2017) - [i47]Stephen Tu, Ross Boczar, Andrew K. Packard, Benjamin Recht:
Non-Asymptotic Analysis of Robust Control from Coarse-Grained Identification. CoRR abs/1707.04791 (2017) - [i46]Orianna Demasi, Konrad P. Körding, Benjamin Recht:
Meaningless comparisons lead to false optimism in medical machine learning. CoRR abs/1707.06289 (2017) - [i45]Eric Jonas, Monica G. Bobra, Vaishaal Shankar, J. Todd Hoeksema, Benjamin Recht:
Flare Prediction Using Photospheric and Coronal Image Data. CoRR abs/1708.01323 (2017) - [i44]Stephen Tu, Ross Boczar, Benjamin Recht:
On the Approximation of Toeplitz Operators for Nonparametric $\mathcal{H}_\infty$-norm Estimation. CoRR abs/1709.10203 (2017) - [i43]Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu:
On the Sample Complexity of the Linear Quadratic Regulator. CoRR abs/1710.01688 (2017) - [i42]Jason D. Lee, Ioannis Panageas, Georgios Piliouras, Max Simchowitz, Michael I. Jordan, Benjamin Recht:
First-order Methods Almost Always Avoid Saddle Points. CoRR abs/1710.07406 (2017) - [i41]Ian Bolliger, Tamma Carleton, Solomon Hsiang, Jonathan Kadish, Jonathan Proctor, Benjamin Recht, Esther Rolf, Vaishaal Shankar:
Ground Control to Major Tom: the importance of field surveys in remotely sensed data analysis. CoRR abs/1710.09342 (2017) - [i40]Orianna Demasi, Benjamin Recht:
An example of how false conclusions could be made with personalized health tracking and suggestions for avoiding similar situations. CoRR abs/1711.05635 (2017) - [i39]Stephen Tu, Benjamin Recht:
Least-Squares Temporal Difference Learning for the Linear Quadratic Regulator. CoRR abs/1712.08642 (2017) - 2016
- [j19]Laurent Lessard, Benjamin Recht, Andrew K. Packard:
Analysis and Design of Optimization Algorithms via Integral Quadratic Constraints. SIAM J. Optim. 26(1): 57-95 (2016) - [c51]Jason D. Lee, Max Simchowitz, Michael I. Jordan, Benjamin Recht:
Gradient Descent Only Converges to Minimizers. COLT 2016: 1246-1257 - [c50]Max Simchowitz, Kevin G. Jamieson, Benjamin Recht:
Best-of-K-bandits. COLT 2016: 1440-1489 - [c49]Stephen Tu, Ross Boczar, Max Simchowitz, Mahdi Soltanolkotabi, Ben Recht:
Low-rank Solutions of Linear Matrix Equations via Procrustes Flow. ICML 2016: 964-973 - [c48]Moritz Hardt, Ben Recht, Yoram Singer:
Train faster, generalize better: Stability of stochastic gradient descent. ICML 2016: 1225-1234 - [c47]Kevin G. Jamieson, Daniel Haas, Benjamin Recht:
The Power of Adaptivity in Identifying Statistical Alternatives. NIPS 2016: 775-783 - [c46]Shivaram Venkataraman, Zongheng Yang, Michael J. Franklin, Benjamin Recht, Ion Stoica:
Ernest: Efficient Performance Prediction for Large-Scale Advanced Analytics. NSDI 2016: 363-378 - [c45]Orianna Demasi, Adrián Aguilera, Benjamin Recht:
Detecting change in depressive symptoms from daily wellbeing questions, personality, and activity. Wireless Health 2016: 22-29 - [i38]Jason D. Lee, Max Simchowitz, Michael I. Jordan, Benjamin Recht:
Gradient Descent Converges to Minimizers. CoRR abs/1602.04915 (2016) - [i37]Stephen Tu, Rebecca Roelofs, Shivaram Venkataraman, Benjamin Recht:
Large Scale Kernel Learning using Block Coordinate Descent. CoRR abs/1602.05310 (2016) - [i36]Max Simchowitz, Kevin G. Jamieson, Benjamin Recht:
Best-of-K Bandits. CoRR abs/1603.02752 (2016) - [i35]Horia Mania, Aaditya Ramdas, Martin J. Wainwright, Michael I. Jordan, Benjamin Recht:
Universality of Mallows' and degeneracy of Kendall's kernels for rankings. CoRR abs/1603.08035 (2016) - [i34]Kevin G. Jamieson, Daniel Haas, Benjamin Recht:
On the Detection of Mixture Distributions with applications to the Most Biased Coin Problem. CoRR abs/1603.08037 (2016) - [i33]Xinghao Pan, Maximilian Lam, Stephen Tu, Dimitris S. Papailiopoulos, Ce Zhang, Michael I. Jordan, Kannan Ramchandran, Christopher Ré, Benjamin Recht:
CYCLADES: Conflict-free Asynchronous Machine Learning. CoRR abs/1605.09721 (2016) - [i32]Moritz Hardt, Tengyu Ma, Benjamin Recht:
Gradient Descent Learns Linear Dynamical Systems. CoRR abs/1609.05191 (2016) - [i31]Evan Randall Sparks, Shivaram Venkataraman, Tomer Kaftan, Michael J. Franklin, Benjamin Recht:
KeystoneML: Optimizing Pipelines for Large-Scale Advanced Analytics. CoRR abs/1610.09451 (2016) - [i30]Ashia C. Wilson, Benjamin Recht, Michael I. Jordan:
A Lyapunov Analysis of Momentum Methods in Optimization. CoRR abs/1611.02635 (2016) - [i29]Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals:
Understanding deep learning requires rethinking generalization. CoRR abs/1611.03530 (2016) - 2015
- [j18]David Lopez-Paz, Krikamol Muandet, Benjamin Recht:
The Randomized Causation Coefficient. J. Mach. Learn. Res. 16: 2901-2907 (2015) - [j17]Gongguo Tang, Badri Narayan Bhaskar, Benjamin Recht:
Near Minimax Line Spectral Estimation. IEEE Trans. Inf. Theory 61(1): 499-512 (2015) - [c44]Geoffrey Schiebinger, Elina Robeva, Benjamin Recht:
Superresolution without separation. CAMSAP 2015: 45-48 - [c43]Nicholas Boyd, Geoffrey Schiebinger, Benjamin Recht:
The alternating descent conditional gradient method for sparse inverse problems. CAMSAP 2015: 57-60 - [c42]Ross Boczar, Laurent Lessard, Benjamin Recht:
Exponential convergence bounds using integral quadratic constraints. CDC 2015: 7516-7521 - [c41]Robert Nishihara, Laurent Lessard, Benjamin Recht, Andrew K. Packard, Michael I. Jordan:
A General Analysis of the Convergence of ADMM. ICML 2015: 343-352 - [c40]Xinghao Pan, Dimitris S. Papailiopoulos, Samet Oymak, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan:
Parallel Correlation Clustering on Big Graphs. NIPS 2015: 82-90 - [i28]Robert Nishihara, Laurent Lessard, Benjamin Recht, Andrew K. Packard, Michael I. Jordan:
A General Analysis of the Convergence of ADMM. CoRR abs/1502.02009 (2015) - [i27]Ross Boczar, Laurent Lessard, Benjamin Recht:
Exponential Convergence Bounds using Integral Quadratic Constraints. CoRR abs/1503.07222 (2015) - [i26]Geoffrey Schiebinger, Elina Robeva, Benjamin Recht:
Superresolution without Separation. CoRR abs/1506.03144 (2015) - [i25]Samet Oymak, Benjamin Recht, Mahdi Soltanolkotabi:
Isometric sketching of any set via the Restricted Isometry Property. CoRR abs/1506.03521 (2015) - [i24]Samet Oymak, Benjamin Recht, Mahdi Soltanolkotabi:
Sharp Time-Data Tradeoffs for Linear Inverse Problems. CoRR abs/1507.04793 (2015) - [i23]Xinghao Pan, Dimitris S. Papailiopoulos, Samet Oymak, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan:
Parallel Correlation Clustering on Big Graphs. CoRR abs/1507.05086 (2015) - [i22]Horia Mania, Xinghao Pan, Dimitris S. Papailiopoulos, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan:
Perturbed Iterate Analysis for Asynchronous Stochastic Optimization. CoRR abs/1507.06970 (2015) - [i21]Moritz Hardt, Benjamin Recht, Yoram Singer:
Train faster, generalize better: Stability of stochastic gradient descent. CoRR abs/1509.01240 (2015) - [i20]Samet Oymak, Ben Recht:
Near-Optimal Bounds for Binary Embeddings of Arbitrary Sets. CoRR abs/1512.04433 (2015) - 2014
- [j16]Aleksandr Y. Aravkin, Rajiv Kumar, Hassan Mansour, Ben Recht, Felix J. Herrmann:
Fast Methods for Denoising Matrix Completion Formulations, with Applications to Robust Seismic Data Interpolation. SIAM J. Sci. Comput. 36(5) (2014) - [j15]Ali Ahmed, Benjamin Recht, Justin K. Romberg:
Blind Deconvolution Using Convex Programming. IEEE Trans. Inf. Theory 60(3): 1711-1732 (2014) - [c39]Gongguo Tang, Parikshit Shah, Badri Narayan Bhaskar, Benjamin Recht:
Robust line spectral estimation. ACSSC 2014: 301-305 - [i19]Afonso S. Bandeira, Dustin G. Mixon, Benjamin Recht:
Compressive classification and the rare eclipse problem. CoRR abs/1404.3203 (2014) - [i18]Laurent Lessard, Benjamin Recht, Andrew K. Packard:
Analysis and Design of Optimization Algorithms via Integral Quadratic Constraints. CoRR abs/1408.3595 (2014) - 2013
- [j14]Emmanuel J. Candès, Benjamin Recht:
Simple bounds for recovering low-complexity models. Math. Program. 141(1-2): 577-589 (2013) - [j13]Benjamin Recht, Christopher Ré:
Parallel stochastic gradient algorithms for large-scale matrix completion. Math. Program. Comput. 5(2): 201-226 (2013) - [j12]Gongguo Tang, Badri Narayan Bhaskar, Parikshit Shah, Benjamin Recht:
Compressed Sensing Off the Grid. IEEE Trans. Inf. Theory 59(11): 7465-7490 (2013) - [j11]Siddharth Barman, Xishuo Liu, Stark C. Draper, Benjamin Recht:
Decomposition Methods for Large Scale LP Decoding. IEEE Trans. Inf. Theory 59(12): 7870-7886 (2013) - [j10]Badri Narayan Bhaskar, Gongguo Tang, Benjamin Recht:
Atomic Norm Denoising With Applications to Line Spectral Estimation. IEEE Trans. Signal Process. 61(23): 5987-5999 (2013) - [c38]Gongguo Tang, Badri Narayan Bhaskar, Benjamin Recht:
Sparse recovery over continuous dictionaries-just discretize. ACSSC 2013: 1043-1047 - [c37]Gongguo Tang, Badri Narayan Bhaskar, Benjamin Recht:
Near minimax line spectral estimation. CISS 2013: 1-6 - [i17]Aleksandr Y. Aravkin, Rajiv Mittal, Hassan Mansour, Ben Recht, Felix J. Herrmann:
An SVD-free Pareto curve approach to rank minimization. CoRR abs/1302.4886 (2013) - [i16]Gongguo Tang, Badri Narayan Bhaskar, Benjamin Recht:
Near Minimax Line Spectral Estimation. CoRR abs/1303.4348 (2013) - 2012
- [j9]Emmanuel J. Candès, Benjamin Recht:
Exact matrix completion via convex optimization. Commun. ACM 55(6): 111-119 (2012) - [j8]Venkat Chandrasekaran, Benjamin Recht, Pablo A. Parrilo, Alan S. Willsky:
The Convex Geometry of Linear Inverse Problems. Found. Comput. Math. 12(6): 805-849 (2012) - [c36]Gongguo Tang, Badri Narayan Bhaskar, Parikshit Shah, Benjamin Recht:
Compressive sensing off the grid. Allerton Conference 2012: 778-785 - [c35]Xishuo Liu, Stark C. Draper, Benjamin Recht:
The l1 penalized decoder and its reweighted LP. Allerton Conference 2012: 1572-1579 - [c34]Parikshit Shah, Badri Narayan Bhaskar, Gongguo Tang, Benjamin Recht:
Linear system identification via atomic norm regularization. CDC 2012: 6265-6270 - [c33]Xishuo Liu, Stark C. Draper, Benjamin Recht:
Suppressing pseudocodewords by penalizing the objective of LP decoding. ITW 2012: 367-371 - [c32]Ben Recht, Christopher Ré, Joel A. Tropp, Victor Bittorf:
Factoring nonnegative matrices with linear programs. NIPS 2012: 1223-1231 - [c31]Kevin G. Jamieson, Robert D. Nowak, Benjamin Recht:
Query Complexity of Derivative-Free Optimization. NIPS 2012: 2681-2689 - [c30]Xixuan Feng, Arun Kumar, Benjamin Recht, Christopher Ré:
Towards a unified architecture for in-RDBMS analytics. SIGMOD Conference 2012: 325-336 - [c29]Laura Balzano, Arthur Szlam, Benjamin Recht, Robert D. Nowak:
K-subspaces with missing data. SSP 2012: 612-615 - [c28]WesLee Frisby, Benjamin Moench, Benjamin Recht, Thomas Ristenpart:
Security Analysis of Smartphone Point-of-Sale Systems. WOOT 2012: 22-33 - [c27]Benjamin Recht, Christopher Ré:
Toward a Noncommutative Arithmetic-geometric Mean Inequality: Conjectures, Case-studies, and Consequences. COLT 2012: 11.1-11.24 - [c26]Nikhil Rao, Ben Recht, Robert D. Nowak:
Universal Measurement Bounds for Structured Sparse Signal Recovery. AISTATS 2012: 942-950 - [i15]Xixuan Feng, Arun Kumar, Ben Recht, Christopher Ré:
Towards a Unified Architecture for in-RDBMS Analytics. CoRR abs/1203.2574 (2012) - [i14]Siddharth Barman, Xishuo Liu, Stark C. Draper, Benjamin Recht:
Decomposition Methods for Large Scale LP Decoding. CoRR abs/1204.0556 (2012) - [i13]Badri Narayan Bhaskar, Gongguo Tang, Benjamin Recht:
Atomic norm denoising with applications to line spectral estimation. CoRR abs/1204.0562 (2012) - [i12]Parikshit Shah, Badri Narayan Bhaskar, Gongguo Tang, Benjamin Recht:
Linear System Identification via Atomic Norm Regularization. CoRR abs/1204.0590 (2012) - [i11]Victor Bittorf, Benjamin Recht, Christopher Ré, Joel A. Tropp:
Factoring nonnegative matrices with linear programs. CoRR abs/1206.1270 (2012) - [i10]Gongguo Tang, Badri Narayan Bhaskar, Parikshit Shah, Benjamin Recht:
Compressed Sensing off the Grid. CoRR abs/1207.6053 (2012) - [i9]Kevin G. Jamieson, Robert D. Nowak, Benjamin Recht:
Query Complexity of Derivative-Free Optimization. CoRR abs/1209.2434 (2012) - [i8]Ali Ahmed, Benjamin Recht, Justin K. Romberg:
Blind Deconvolution using Convex Programming. CoRR abs/1211.5608 (2012) - 2011
- [j7]O. L. Mangasarian, Benjamin Recht:
Probability of unique integer solution to a system of linear equations. Eur. J. Oper. Res. 214(1): 27-30 (2011) - [j6]Benjamin Recht:
A Simpler Approach to Matrix Completion. J. Mach. Learn. Res. 12: 3413-3430 (2011) - [j5]Benjamin Recht, Weiyu Xu, Babak Hassibi:
Null space conditions and thresholds for rank minimization. Math. Program. 127(1): 175-202 (2011) - [c25]Siddharth Barman, Xishuo Liu, Stark C. Draper, Benjamin Recht:
Decomposition methods for large scale LP decoding. Allerton 2011: 253-260 - [c24]Badri Narayan Bhaskar, Benjamin Recht:
Atomic norm denoising with applications to line spectral estimation. Allerton 2011: 261-268 - [c23]David Andrzejewski, Xiaojin Zhu, Mark Craven, Benjamin Recht:
A Framework for Incorporating General Domain Knowledge into Latent Dirichlet Allocation Using First-Order Logic. IJCAI 2011: 1171-1177 - [c22]Benjamin Recht, Christopher Ré, Stephen J. Wright, Feng Niu:
Hogwild: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent. NIPS 2011: 693-701 - [c21]Yair Bartal, Ben Recht, Leonard J. Schulman:
Dimensionality reduction: Beyond the Johnson-Lindenstrauss bound. SODA 2011: 868-887 - [i7]Emmanuel J. Candès, Benjamin Recht:
Simple Bounds for Low-complexity Model Reconstruction. CoRR abs/1106.1474 (2011) - [i6]Nikhil Rao, Benjamin Recht, Robert D. Nowak:
Tight Measurement Bounds for Exact Recovery of Structured Sparse Signals. CoRR abs/1106.4355 (2011) - [i5]Feng Niu, Benjamin Recht, Christopher Ré, Stephen J. Wright:
HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent. CoRR abs/1106.5730 (2011) - 2010
- [j4]Benjamin Recht, Maryam Fazel, Pablo A. Parrilo:
Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization. SIAM Rev. 52(3): 471-501 (2010) - [c20]Venkat Chandrasekaran, Benjamin Recht, Pablo A. Parrilo, Alan S. Willsky:
The Convex algebraic geometry of linear inverse problems. Allerton 2010: 699-703 - [c19]Laura Balzano, Robert Nowak, Benjamin Recht:
Online identification and tracking of subspaces from highly incomplete information. Allerton 2010: 704-711 - [c18]Ankit Gupta, Robert D. Nowak, Benjamin Recht:
Sample complexity for 1-bit compressed sensing and sparse classification. ISIT 2010: 1553-1557 - [c17]Laura Balzano, Benjamin Recht, Robert D. Nowak:
High-dimensional Matched Subspace Detection when data are missing. ISIT 2010: 1638-1642 - [c16]Andrew B. Goldberg, Xiaojin Zhu, Ben Recht, Jun-Ming Xu, Robert D. Nowak:
Transduction with Matrix Completion: Three Birds with One Stone. NIPS 2010: 757-765 - [c15]Jason D. Lee, Ben Recht, Ruslan Salakhutdinov, Nathan Srebro, Joel A. Tropp:
Practical Large-Scale Optimization for Max-norm Regularization. NIPS 2010: 1297-1305 - [i4]Laura Balzano, Benjamin Recht, Robert D. Nowak:
High-Dimensional Matched Subspace Detection When Data are Missing. CoRR abs/1002.0852 (2010) - [i3]Laura Balzano, Robert D. Nowak, Benjamin Recht:
Online Identification and Tracking of Subspaces from Highly Incomplete Information. CoRR abs/1006.4046 (2010)
2000 – 2009
- 2009
- [j3]Emmanuel J. Candès, Benjamin Recht:
Exact Matrix Completion via Convex Optimization. Found. Comput. Math. 9(6): 717-772 (2009) - [c14]Yihua Chen, Maya R. Gupta, Benjamin Recht:
Learning kernels from indefinite similarities. ICML 2009: 145-152 - [i2]Benjamin Recht:
A Simpler Approach to Matrix Completion. CoRR abs/0910.0651 (2009) - 2008
- [c13]Maryam Fazel, Emmanuel J. Candès, Ben Recht, Pablo A. Parrilo:
Compressed sensing and robust recovery of low rank matrices. ACSCC 2008: 1043-1047 - [c12]Ali Rahimi, Benjamin Recht:
Uniform approximation of functions with random bases. Allerton 2008: 555-561 - [c11]Emmanuel J. Candès, Benjamin Recht:
Exact low-rank matrix completion via convex optimization. Allerton 2008: 806-812 - [c10]Benjamin Recht, Weiyu Xu, Babak Hassibi:
Necessary and sufficient conditions for success of the nuclear norm heuristic for rank minimization. CDC 2008: 3065-3070 - [c9]Elias August, Antonis Papachristodoulou, Benjamin Recht, Mark Andrew James Roberts, Ali Jadbabaie:
Determining interconnections in biochemical networks using linear programming. CDC 2008: 3311-3316 - [c8]Ali Rahimi, Benjamin Recht:
Weighted Sums of Random Kitchen Sinks: Replacing minimization with randomization in learning. NIPS 2008: 1313-1320 - [i1]Emmanuel J. Candès, Benjamin Recht:
Exact Matrix Completion via Convex Optimization. CoRR abs/0805.4471 (2008) - 2007
- [j2]Ali Rahimi, Ben Recht, Trevor Darrell:
Learning to Transform Time Series with a Few Examples. IEEE Trans. Pattern Anal. Mach. Intell. 29(10): 1759-1775 (2007) - [c7]Antonis Papachristodoulou, Ben Recht:
Determining Interconnections in Chemical Reaction Networks. ACC 2007: 4872-4877 - [c6]Ali Rahimi, Benjamin Recht:
Random Features for Large-Scale Kernel Machines. NIPS 2007: 1177-1184 - 2006
- [c5]James Patten, Ben Recht, Hiroshi Ishii:
Interaction techniques for musical performance with tabletop tangible interfaces. Advances in Computer Entertainment Technology 2006: 27 - [c4]Ali Rahimi, Ben Recht:
Unsupervised Regression with Applications to Nonlinear System Identification. NIPS 2006: 1113-1120 - 2005
- [c3]Ali Rahimi, Ben Recht, Trevor Darrell:
Learning Appearance Manifolds from Video. CVPR (1) 2005: 868-875 - 2004
- [j1]Benjamin Recht, Raffaello D'Andrea:
Distributed control of systems over discrete Groups. IEEE Trans. Autom. Control. 49(9): 1446-1452 (2004) - 2003
- [c2]Ben Recht, Raffaello D'Andrea:
Exploiting symmetry for the distributed control of spatially interconnected systems. CDC 2003: 598-603 - 2002
- [c1]James Patten, Ben Recht, Hiroshi Ishii:
Audiopad: A Tag-based Interface for Musical Performance. NIME 2002: 11-16
Coauthor Index
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