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Horia Mania
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2020 – today
- 2023
- [c9]Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie:
Model Predictive Control via On-Policy Imitation Learning. L4DC 2023: 1493-1505 - 2022
- [j4]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) - [c8]Horia Mania, Ali Jadbabaie, Devavrat Shah, Suvrit Sra:
Time Varying Regression with Hidden Linear Dynamics. L4DC 2022: 858-869 - [i13]Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie:
Model Predictive Control via On-Policy Imitation Learning. CoRR abs/2210.09206 (2022) - 2021
- [j3]Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan:
Bandit Learning in Decentralized Matching Markets. J. Mach. Learn. Res. 22: 211:1-211:34 (2021) - 2020
- [b1]Horia Mania:
The sample complexity of simple reinforcement learning. University of California, Berkeley, USA, 2020 - [j2]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) - [c7]Lydia T. Liu, Horia Mania, Michael I. Jordan:
Competing Bandits in Matching Markets. AISTATS 2020: 1618-1628 - [c6]Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt:
Evaluating Machine Accuracy on ImageNet. ICML 2020: 8634-8644 - [i12]Horia Mania, Michael I. Jordan, Benjamin Recht:
Active Learning for Nonlinear System Identification with Guarantees. CoRR abs/2006.10277 (2020) - [i11]Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan:
Bandit Learning in Decentralized Matching Markets. CoRR abs/2012.07348 (2020) - [i10]Horia Mania, Suvrit Sra:
Why do classifier accuracies show linear trends under distribution shift? CoRR abs/2012.15483 (2020)
2010 – 2019
- 2019
- [c5]Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht:
Model Similarity Mitigates Test Set Overuse. NeurIPS 2019: 9993-10002 - [c4]Horia Mania, Stephen Tu, Benjamin Recht:
Certainty Equivalence is Efficient for Linear Quadratic Control. NeurIPS 2019: 10154-10164 - [i9]Horia Mania, Stephen Tu, Benjamin Recht:
Certainty Equivalent Control of LQR is Efficient. CoRR abs/1902.07826 (2019) - [i8]Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht:
Model Similarity Mitigates Test Set Overuse. CoRR abs/1905.12580 (2019) - [i7]Lydia T. Liu, Horia Mania, Michael I. Jordan:
Competing Bandits in Matching Markets. CoRR abs/1906.05363 (2019) - 2018
- [c3]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 - [c2]Horia Mania, Aurelia Guy, Benjamin Recht:
Simple random search of static linear policies is competitive for reinforcement learning. NeurIPS 2018: 1805-1814 - [c1]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 - [i6]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) - [i5]Horia Mania, Aurelia Guy, Benjamin Recht:
Simple random search provides a competitive approach to reinforcement learning. CoRR abs/1803.07055 (2018) - [i4]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) - 2017
- [j1]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) - [i3]Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu:
On the Sample Complexity of the Linear Quadratic Regulator. CoRR abs/1710.01688 (2017) - 2016
- [i2]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) - 2015
- [i1]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)
Coauthor Index
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