NeurIPS 2025 "sample complexity analysis" Papers

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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

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