2024 "off-policy evaluation" Papers

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Model-based Reinforcement Learning for Confounded POMDPs

Mao Hong, Zhengling Qi, Yanxun Xu

ICML 2024poster

Offline Transition Modeling via Contrastive Energy Learning

Ruifeng Chen, Chengxing Jia, Zefang Huang et al.

ICML 2024poster

Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness

Samir Khan, Martin Saveski, Johan Ugander

ICML 2024poster

Policy-conditioned Environment Models are More Generalizable

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

ICML 2024poster

Predictive Performance Comparison of Decision Policies Under Confounding

Luke Guerdan, Amanda Coston, Ken Holstein et al.

ICML 2024poster

Probabilistic Offline Policy Ranking with Approximate Bayesian Computation

Longchao Da, Porter Jenkins, Trevor Schwantes et al.

AAAI 2024paperarXiv:2312.11551