Horia Mania

27 papers A* 6A 1Journal 17Unranked 2
YearRankTypeTitle / Venue / Authors
2023 — conf
Model Predictive Control via On-Policy Imitation Learning.
L4DC
Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie
2022 J jnl
Active Learning for Nonlinear System Identification with Guarantees.
J. Mach. Learn. Res.
Horia Mania, Michael I. Jordan, Benjamin Recht
2022 J jnl
Model Predictive Control via On-Policy Imitation Learning.
CoRR
Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie
2022 — conf
Time Varying Regression with Hidden Linear Dynamics.
L4DC
Horia Mania, Ali Jadbabaie, Devavrat Shah, Suvrit Sra
2021 J jnl
Bandit Learning in Decentralized Matching Markets.
J. Mach. Learn. Res.
Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan
2020 J jnl
Active Learning for Nonlinear System Identification with Guarantees.
CoRR
Horia Mania, Michael I. Jordan, Benjamin Recht
2020 J jnl
Bandit Learning in Decentralized Matching Markets.
CoRR
Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan
2020 A conf
Competing Bandits in Matching Markets.
AISTATS
Lydia T. Liu, Horia Mania, Michael I. Jordan
2020 A* conf
Evaluating Machine Accuracy on ImageNet.
ICML
Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt
2020 J jnl
On the Sample Complexity of the Linear Quadratic Regulator.
Found. Comput. Math.
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
2020 — —
The sample complexity of simple reinforcement learning.
Horia Mania
2020 J jnl
Why do classifier accuracies show linear trends under distribution shift?
CoRR
Horia Mania, Suvrit Sra
2019 A* conf
Certainty Equivalence is Efficient for Linear Quadratic Control.
NeurIPS
Horia Mania, Stephen Tu, Benjamin Recht
2019 J jnl
Certainty Equivalent Control of LQR is Efficient.
CoRR
Horia Mania, Stephen Tu, Benjamin Recht
2019 J jnl
Competing Bandits in Matching Markets.
CoRR
Lydia T. Liu, Horia Mania, Michael I. Jordan
2019 A* conf
Model Similarity Mitigates Test Set Overuse.
NeurIPS
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht
2019 J jnl
Model Similarity Mitigates Test Set Overuse.
CoRR
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht
2018 A* conf
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification.
COLT
Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht
2018 J jnl
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification.
CoRR
Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht
2018 A* conf
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator.
NeurIPS
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
2018 J jnl
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator.
CoRR
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
2018 A* conf
Simple random search of static linear policies is competitive for reinforcement learning.
NeurIPS
Horia Mania, Aurelia Guy, Benjamin Recht
2018 J jnl
Simple random search provides a competitive approach to reinforcement learning.
CoRR
Horia Mania, Aurelia Guy, Benjamin Recht
2017 J jnl
On the Sample Complexity of the Linear Quadratic Regulator.
CoRR
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu
2017 J jnl
Perturbed Iterate Analysis for Asynchronous Stochastic Optimization.
SIAM J. Optim.
Horia Mania, Xinghao Pan, Dimitris S. Papailiopoulos, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan
2016 J jnl
Universality of Mallows' and degeneracy of Kendall's kernels for rankings.
CoRR
Horia Mania, Aaditya Ramdas, Martin J. Wainwright, Michael I. Jordan, Benjamin Recht
2015 J jnl
Perturbed Iterate Analysis for Asynchronous Stochastic Optimization.
CoRR
Horia Mania, Xinghao Pan, Dimitris S. Papailiopoulos, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan