2024 "policy evaluation" Papers

Combining Experimental and Historical Data for Policy Evaluation

Ting Li, Chengchun Shi, Qianglin Wen et al.

Discerning Temporal Difference Learning

Efficient Policy Evaluation with Offline Data Informed Behavior Policy Design

Shuze Liu, Shangtong Zhang

Faster Stochastic Variance Reduction Methods for Compositional MiniMax Optimization

Jin Liu, Xiaokang Pan, Junwen Duan et al.

Low-Rank Bandits via Tight Two-to-Infinity Singular Subspace Recovery

Yassir Jedra, William Réveillard, Stefan Stojanovic et al.

Policy-conditioned Environment Models are More Generalizable

Ruifeng Chen, Xiong-Hui Chen, Yihao Sun et al.

Policy Evaluation for Variance in Average Reward Reinforcement Learning

Shubhada Agrawal, Prashanth L.A., Siva Maguluri

SaVeR: Optimal Data Collection Strategy for Safe Policy Evaluation in Tabular MDP

Subhojyoti Mukherjee, Josiah Hanna, Robert Nowak

Scalable Real-Time Recurrent Learning Using Columnar-Constructive Networks

Khurram Javed, Haseeb Shah, Richard Sutton et al.