"value function estimation" Papers

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Accelerating RL for LLM Reasoning with Optimal Advantage Regression

Kianté Brantley, Mingyu Chen, Zhaolin Gao et al.

NEURIPS 2025arXiv:2505.20686

Bootstrapped Model Predictive Control

Yuhang Wang, Hanwei Guo, Sizhe Wang et al.

ICLR 2025arXiv:2503.18871

In-Context Fully Decentralized Cooperative Multi-Agent Reinforcement Learning

Chao Li, Bingkun BAO, Yang Gao

Model Selection for Off-policy Evaluation: New Algorithms and Experimental Protocol

Pai Liu, Lingfeng Zhao, Shivangi Agarwal et al.

NEURIPS 2025arXiv:2502.08021

Discerning Temporal Difference Learning

Jianfei Ma

AAAI 2024paperarXiv:2310.08091

Enhancing Value Function Estimation through First-Order State-Action Dynamics in Offline Reinforcement Learning

Yun-Hsuan Lien, Ping-Chun Hsieh, Tzu-Mao Li et al.