Horia Mania

Publication Activity (10 Years)

Years Active: 2015-2023
Publications (10 Years): 25

Top Topics

Linear Quadratic

Reinforcement Learning

Top Venues

J. Mach. Learn. Res.

Publications

Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie
Model Predictive Control via On-Policy Imitation Learning. L4DC (2023)
Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie
Model Predictive Control via On-Policy Imitation Learning. CoRR (2022)
Horia Mania, Ali Jadbabaie, Devavrat Shah, Suvrit Sra
Time Varying Regression with Hidden Linear Dynamics. L4DC (2022)
Horia Mania, Michael I. Jordan, Benjamin Recht
Active Learning for Nonlinear System Identification with Guarantees. J. Mach. Learn. Res. 23 (2022)
Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan
Bandit Learning in Decentralized Matching Markets. J. Mach. Learn. Res. 22 (2021)
Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt
Evaluating Machine Accuracy on ImageNet. ICML (2020)
Horia Mania, Suvrit Sra
Why do classifier accuracies show linear trends under distribution shift? CoRR (2020)
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
On the Sample Complexity of the Linear Quadratic Regulator. Found. Comput. Math. 20 (4) (2020)
Horia Mania, Michael I. Jordan, Benjamin Recht
Active Learning for Nonlinear System Identification with Guarantees. CoRR (2020)
Lydia T. Liu, Horia Mania, Michael I. Jordan
Competing Bandits in Matching Markets. AISTATS (2020)
Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan
Bandit Learning in Decentralized Matching Markets. CoRR (2020)
Horia Mania, Stephen Tu, Benjamin Recht
Certainty Equivalent Control of LQR is Efficient. CoRR (2019)
Horia Mania, Stephen Tu, Benjamin Recht
Certainty Equivalence is Efficient for Linear Quadratic Control. NeurIPS (2019)
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht
Model Similarity Mitigates Test Set Overuse. NeurIPS (2019)
Lydia T. Liu, Horia Mania, Michael I. Jordan
Competing Bandits in Matching Markets. CoRR (2019)
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht
Model Similarity Mitigates Test Set Overuse. CoRR (2019)
Horia Mania, Aurelia Guy, Benjamin Recht
Simple random search of static linear policies is competitive for reinforcement learning. NeurIPS (2018)
Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification. COLT (2018)
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator. CoRR (2018)
Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification. CoRR (2018)
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator. NeurIPS (2018)
Horia Mania, Aurelia Guy, Benjamin Recht
Simple random search provides a competitive approach to reinforcement learning. CoRR (2018)
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
On the Sample Complexity of the Linear Quadratic Regulator. CoRR (2017)
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) (2017)
Horia Mania, Aaditya Ramdas, Martin J. Wainwright, Michael I. Jordan, Benjamin Recht
Universality of Mallows' and degeneracy of Kendall's kernels for rankings. CoRR (2016)
Horia Mania, Xinghao Pan, Dimitris S. Papailiopoulos, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan
Perturbed Iterate Analysis for Asynchronous Stochastic Optimization. CoRR (2015)