Matthew Zurek

According to our database, Matthew Zurek authored at least 12 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Optimal Variance-Dependent Regret Bounds for Infinite-Horizon MDPs.

Guy Zamir, Matthew Zurek, Yudong Chen

CoRR, March, 2026

2025

Optimal Single-Policy Sample Complexity and Transient Coverage for Average-Reward Offline RL.

Matthew Zurek, Guy Zamir, Yudong Chen

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Faster Fixed-Point Methods for Multichain MDPs.

Matthew Zurek, Yudong Chen

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Span-Agnostic Optimal Sample Complexity and Oracle Inequalities for Average-Reward RL.

Matthew Zurek, Yudong Chen

Proceedings of the Thirty Eighth Annual Conference on Learning Theory, 2025

The Plug-in Approach for Average-Reward and Discounted MDPs: Optimal Sample Complexity Analysis.

Matthew Zurek, Yudong Chen

Proceedings of the International Conference on Algorithmic Learning Theory, 2025

2024

Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs.

Matthew Zurek, Yudong Chen

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces.

Brahma S. Pavse, Matthew Zurek, Yudong Chen, Qiaomin Xie, Josiah P. Hanna

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Gap-Free Clustering: Sensitivity and Robustness of SDP.

Matthew Zurek, Yudong Chen

Proceedings of the Thirty Seventh Annual Conference on Learning Theory, June 30, 2024

2023

Span-Based Optimal Sample Complexity for Average Reward MDPs.

Matthew Zurek, Yudong Chen

CoRR, 2023

Clustering Without an Eigengap.

Matthew Zurek, Yudong Chen

CoRR, 2023

The Effect of Modeling Human Rationality Level on Learning Rewards from Multiple Feedback Types.

Gaurav R. Ghosal, Matthew Zurek, Daniel S. Brown, Anca D. Dragan

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2021

Situational Confidence Assistance for Lifelong Shared Autonomy.

Matthew Zurek, Andreea Bobu, Daniel S. Brown, Anca D. Dragan

Proceedings of the IEEE International Conference on Robotics and Automation, 2021