Mania, Horia

12 publications

L4DC 2023 Model Predictive Control via On-Policy Imitation Learning Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie

JMLR 2022 Active Learning for Nonlinear System Identification with Guarantees Horia Mania, Michael I. Jordan, Benjamin Recht

L4DC 2022 Time Varying Regression with Hidden Linear Dynamics Horia Mania, Ali Jadbabaie, Devavrat Shah, Suvrit Sra

JMLR 2021 Bandit Learning in Decentralized Matching Markets Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan

NeurIPSW 2021 Evaluating Machine Accuracy on ImageNet Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt

AISTATS 2020 Competing Bandits in Matching Markets Lydia T. Liu, Horia Mania, Michael Jordan

ICML 2020 Evaluating Machine Accuracy on ImageNet Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt

NeurIPS 2019 Certainty Equivalence Is Efficient for Linear Quadratic Control Horia Mania, Stephen Tu, Benjamin Recht

NeurIPS 2019 Model Similarity Mitigates Test Set Overuse Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht

COLT 2018 Learning Without Mixing: Towards a Sharp Analysis of Linear System Identification Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht

NeurIPS 2018 Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu

NeurIPS 2018 Simple Random Search of Static Linear Policies Is Competitive for Reinforcement Learning Horia Mania, Aurelia Guy, Benjamin Recht