| 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 | 693* | 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 | 636 | 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 | 391 | 2018 |
| Certainty Equivalence is Efficient for Linear Quadratic Control H Mania, S Tu, B Recht Advances in Neural Information Processing Systems, 10154-10164, 2019 | 311* | 2019 |
| 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 | 311 | 2018 |
| 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 | 262 | 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 | 176 | 2020 |
| Competing bandits in matching markets LT Liu, H Mania, M Jordan International Conference on Artificial Intelligence and Statistics, 1618-1628, 2020 | 109 | 2020 |
| Bandit Learning in Decentralized Matching Markets LT Liu, F Ruan, H Mania, MI Jordan Journal of machine learning research, 2020 | 80 | 2020 |
| Active Learning for Nonlinear System Identification with Guarantees H Mania, MI Jordan, B Recht Journal of machine learning research, 2020 | 78 | 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 | 61 | 2019 |
| 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 | 33 | 2018 |
| Why do classifier accuracies show linear trends under distribution shift? H Mania, S Sra arXiv preprint arXiv:2012.15483, 2020 | 22 | 2020 |
| Model Predictive Control via On-Policy Imitation Learning K Ahn, Z Mhammedi, H Mania, ZW Hong, A Jadbabaie arXiv preprint arXiv:2210.09206, 2022 | 6 | 2022 |
| Time varying regression with hidden linear dynamics A Jadbabaie, H Mania, D Shah, S Sra Learning for dynamics and control (L4DC), 2022 | 4 | 2022 |
| On paths, stars and wyes in trees S Bubeck, K Edwards, H Mania, C Supko arXiv preprint arXiv:1601.01950, 2016 | 3 | 2016 |
| Wilmes' Conjecture and Boundary Divisors H Mania arXiv preprint arXiv:1210.8109, 2012 | 3 | 2012 |
