Horia Mania

According to our database, Horia Mania authored at least 18 papers between 2016 and 2023.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of three.

2023

Model Predictive Control via On-Policy Imitation Learning.

Kwangjun Ahn, Zakaria Mhammedi, Horia Mania, Zhang-Wei Hong, Ali Jadbabaie

Proceedings of the Learning for Dynamics and Control Conference, 2023

2022

Active Learning for Nonlinear System Identification with Guarantees.

Horia Mania, Michael I. Jordan, Benjamin Recht

J. Mach. Learn. Res., 2022

Time Varying Regression with Hidden Linear Dynamics.

Horia Mania, Ali Jadbabaie, Devavrat Shah, Suvrit Sra

Proceedings of the Learning for Dynamics and Control Conference, 2022

2021

Bandit Learning in Decentralized Matching Markets.

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

J. Mach. Learn. Res., 2021

2020

The sample complexity of simple reinforcement learning.

Horia Mania

PhD thesis, 2020

On the Sample Complexity of the Linear Quadratic Regulator.

Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu

Found. Comput. Math., 2020

Why do classifier accuracies show linear trends under distribution shift?

Horia Mania, Suvrit Sra

CoRR, 2020

Evaluating Machine Accuracy on ImageNet.

Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt

Proceedings of the 37th International Conference on Machine Learning, 2020

Competing Bandits in Matching Markets.

Lydia T. Liu, Horia Mania, Michael I. Jordan

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019

Certainty Equivalent Control of LQR is Efficient.

Horia Mania, Stephen Tu, Benjamin Recht

CoRR, 2019

Certainty Equivalence is Efficient for Linear Quadratic Control.

Horia Mania, Stephen Tu, Benjamin Recht

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Model Similarity Mitigates Test Set Overuse.

Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

2018

Simple random search provides a competitive approach to reinforcement learning.

Horia Mania, Aurelia Guy, Benjamin Recht

CoRR, 2018

Simple random search of static linear policies is competitive for reinforcement learning.

Horia Mania, Aurelia Guy, Benjamin Recht

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator.

Sarah Dean, Horia Mania, Nikolai Matni, Benjamin Recht, Stephen Tu

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

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

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

Proceedings of the Conference On Learning Theory, 2018

2017

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

2016

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