2025 "sample complexity analysis" Papers

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Conference

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Paper Type

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Finite-Time Bounds for Average-Reward Fitted Q-Iteration

Jongmin Lee, Ernest Ryu

NeurIPS 2025posterarXiv:2510.17391

FraPPE: Fast and Efficient Preference-Based Pure Exploration

Udvas Das, Apurv Shukla, Debabrota Basu

NeurIPS 2025posterarXiv:2508.16487

Learning Orthogonal Multi-Index Models: A Fine-Grained Information Exponent Analysis

Yunwei Ren, Jason Lee

NeurIPS 2025posterarXiv:2410.09678
5
citations

Linear Mixture Distributionally Robust Markov Decision Processes

Zhishuai Liu, Pan Xu

NeurIPS 2025posterarXiv:2505.18044
3
citations

Model-Free Offline Reinforcement Learning with Enhanced Robustness

Chi Zhang, Zain Ulabedeen Farhat, George Atia et al.

ICLR 2025poster
5
citations

Offline Actor-Critic for Average Reward MDPs

William Powell, Jeongyeol Kwon, Qiaomin Xie et al.

NeurIPS 2025poster
73
citations

On Feasible Rewards in Multi-Agent Inverse Reinforcement Learning

Till Freihaut, Giorgia Ramponi

NeurIPS 2025spotlightarXiv:2411.15046
2
citations

Outcome-Based Online Reinforcement Learning: Algorithms and Fundamental Limits

Fan Chen, Zeyu Jia, Alexander Rakhlin et al.

NeurIPS 2025posterarXiv:2505.20268
3
citations

Sharp Analysis for KL-Regularized Contextual Bandits and RLHF

Heyang Zhao, Chenlu Ye, Quanquan Gu et al.

NeurIPS 2025posterarXiv:2411.04625
14
citations