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Why do classifier accuracies show linear trends under distribution shift?


Dec 31, 2020
Horia Mania, Suvrit Sra

* 14 pages, 11 figures 

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Bandit Learning in Decentralized Matching Markets


Dec 31, 2020
Lydia T. Liu, Feng Ruan, Horia Mania, Michael I. Jordan

* 23 pages 

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Active Learning for Nonlinear System Identification with Guarantees


Jun 18, 2020
Horia Mania, Michael I. Jordan, Benjamin Recht

* 29 pages 

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Competing Bandits in Matching Markets


Jun 12, 2019
Lydia T. Liu, Horia Mania, Michael I. Jordan

* 15 pages, 3 figures 

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Model Similarity Mitigates Test Set Overuse


May 29, 2019
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht

* 18 pages, 7 figures 

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Certainty Equivalent Control of LQR is Efficient


Feb 21, 2019
Horia Mania, Stephen Tu, Benjamin Recht

* 21 pages 

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Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification


May 24, 2018
Max Simchowitz, Horia Mania, Stephen Tu, Michael I. Jordan, Benjamin Recht


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Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator


May 23, 2018
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu


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Simple random search provides a competitive approach to reinforcement learning


Mar 19, 2018
Horia Mania, Aurelia Guy, Benjamin Recht

* 22 pages, 5 figures, 9 tables 

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On the Sample Complexity of the Linear Quadratic Regulator


Jan 25, 2018
Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu

* Contains a new convex relaxation for the main optimization problem that is computationally inexpensive and performs well in simulation. The new relaxation uses a common Lyapunov function formulation for the mixed H2/H-infinity synthesis problem. We added new section on computational methods and new numerical experiments incorporating this technique. We also corrected typos and added references 

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On kernel methods for covariates that are rankings


Jul 20, 2017
Horia Mania, Aaditya Ramdas, Martin J. Wainwright, Michael I. Jordan, Benjamin Recht

* 35 pages, 5 figures 

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Perturbed Iterate Analysis for Asynchronous Stochastic Optimization


Mar 25, 2016
Horia Mania, Xinghao Pan, Dimitris Papailiopoulos, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan

* 30 pages 

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