Horia Mania
Cited by
Cited by
Simple random search of static linear policies is competitive for reinforcement learning
H Mania, A Guy, B Recht
Advances in Neural Information Processing Systems, 1800-1809, 2018
On the sample complexity of the linear quadratic regulator
S Dean, H Mania, N Matni, B Recht, S Tu
Foundations of Computational Mathematics, 1-47, 2019
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification
M Simchowitz, H Mania, S Tu, MI Jordan, B Recht
Conference on Learning Theory (COLT) 75, 439-473, 2018
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator
S Dean, H Mania, N Matni, B Recht, S Tu
Neural Information Processing Systems Conference (NeurIPS) 31, 2018
Certainty Equivalence is Efficient for Linear Quadratic Control
H Mania, S Tu, B Recht
Advances in Neural Information Processing Systems, 10154-10164, 2019
Perturbed Iterate Analysis for Asynchronous Stochastic Optimization
H Mania, X Pan, D Papailiopoulos, B Recht, K Ramchandran, MI Jordan
SIAM Journal on Optimization 27 (4), 2202-2229, 2017
Evaluating machine accuracy on imagenet
V Shankar, R Roelofs, H Mania, A Fang, B Recht, L Schmidt
International Conference on Machine Learning, 8634-8644, 2020
Competing bandits in matching markets
LT Liu, H Mania, M Jordan
International Conference on Artificial Intelligence and Statistics, 1618-1628, 2020
Active Learning for Nonlinear System Identification with Guarantees
H Mania, MI Jordan, B Recht
Journal of machine learning research, 2020
Model similarity mitigates test set overuse
H Mania, J Miller, L Schmidt, M Hardt, B Recht
Advances in Neural Information Processing Systems, 9993-10002, 2019
Bandit Learning in Decentralized Matching Markets
LT Liu, F Ruan, H Mania, MI Jordan
Journal of machine learning research, 2020
On kernel methods for covariates that are rankings
H Mania, A Ramdas, MJ Wainwright, MI Jordan, B Recht
Electronic Journal of Statistics 12 (2), 2537-2577., 2018
Why do classifier accuracies show linear trends under distribution shift?
H Mania, S Sra
arXiv preprint arXiv:2012.15483, 2020
Time varying regression with hidden linear dynamics
A Jadbabaie, H Mania, D Shah, S Sra
Learning for dynamics and control (L4DC), 2022
Wilmes' Conjecture and Boundary Divisors
H Mania
arXiv preprint arXiv:1210.8109, 2012
On paths, stars and wyes in trees
S Bubeck, K Edwards, H Mania, C Supko
arXiv preprint arXiv:1601.01950, 2016
Model Predictive Control via On-Policy Imitation Learning
K Ahn, Z Mhammedi, H Mania, ZW Hong, A Jadbabaie
arXiv preprint arXiv:2210.09206, 2022
The system can't perform the operation now. Try again later.
Articles 1–17