Zurek, Matthew

8 publications

NeurIPS 2025 Faster Fixed-Point Methods for Multichain MDPs Matthew Zurek, Yudong Chen

NeurIPS 2025 Optimal Single-Policy Sample Complexity and Transient Coverage for Average-Reward Offline RL Matthew Zurek, Guy Zamir, Yudong Chen

COLT 2025 Span-Agnostic Optimal Sample Complexity and Oracle Inequalities for Average-Reward RL Matthew Zurek, Yudong Chen

ALT 2025 The Plug-in Approach for Average-Reward and Discounted MDPs: Optimal Sample Complexity Analysis Matthew Zurek, Yudong Chen

COLT 2024 Gap-Free Clustering: Sensitivity and Robustness of SDP Matthew Zurek, Yudong Chen

ICML 2024 Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces Brahma S Pavse, Matthew Zurek, Yudong Chen, Qiaomin Xie, Josiah P. Hanna

NeurIPS 2024 Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs Matthew Zurek, Yudong Chen

AAAI 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