Universality of Mallows' and degeneracy of Kendall's kernels for rankings. - Horia Mania; Aaditya Ramdas; Martin J. Wainwright; Michael I. Jordan; Benjamin Recht (CoRR, 2016)

Perturbed Iterate Analysis for Asynchronous Stochastic Optimization. - Horia Mania; Xinghao Pan; Dimitris S. Papailiopoulos; Benjamin Recht; Kannan Ramchandran; Michael I. Jordan (SIAM J. Optim., 2017)

Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification. - Max Simchowitz; Horia Mania; Stephen Tu; Michael I. Jordan; Benjamin Recht (COLT, 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 (NeurIPS, 2018)

Simple random search provides a competitive approach to reinforcement learning. - Horia Mania; Aurelia Guy; Benjamin Recht (CoRR, 2018)

Model Similarity Mitigates Test Set Overuse. - Horia Mania; John Miller 001; Ludwig Schmidt; Moritz Hardt; Benjamin Recht (NeurIPS, 2019)

Certainty Equivalence is Efficient for Linear Quadratic Control. - Horia Mania; Stephen Tu; Benjamin Recht (NeurIPS, 2019)

Certainty Equivalent Control of LQR is Efficient. - Horia Mania; Stephen Tu; Benjamin Recht (CoRR, 2019)

Competing Bandits in Matching Markets. - Lydia T. Liu; Horia Mania; Michael I. Jordan (AISTATS, 2020)

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

Why do classifier accuracies show linear trends under distribution shift? - Horia Mania; Suvrit Sra (CoRR, 2020)

On the Sample Complexity of the Linear Quadratic Regulator. - Sarah Dean; Horia Mania; Nikolai Matni; Benjamin Recht; Stephen Tu (Found. Comput. Math., 2020)

The sample complexity of simple reinforcement learning. - Horia Mania (2020)

Bandit Learning in Decentralized Matching Markets. - Lydia T. Liu; Feng Ruan; Horia Mania; Michael I. Jordan (J. Mach. Learn. Res., 2021)

Time Varying Regression with Hidden Linear Dynamics. - Horia Mania; Ali Jadbabaie; Devavrat Shah; Suvrit Sra (L4DC, 2022)

Active Learning for Nonlinear System Identification with Guarantees. - Horia Mania; Michael I. Jordan; Benjamin Recht (J. Mach. Learn. Res., 2022)

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