policy evaluation

A Convex Framework for Confounding Robust Inference JMLR 2026 Bayesian Inference of Contextual Bandit Policies via Empirical Likelihood JMLR 2026 Continuous time policy evaluation is easier with noisy dynamics COLT 2026 Randomization for Faster Exact Optimization of Discounted Markov Decision Processes COLT 2026 Trajectory Data Suffices for Statistically Efficient Policy Evaluation in Fixed-Horizon Offline RL with Linear q^π-Realizability and Concentrability COLT 2026 Variance Reduction via Resampling and Experience Replay AAAI 2026 Adaptive Exploration for Multi-Reward Multi-Policy Evaluation ICML 2025 Adversarially-Robust TD Learning with Markovian Data: Finite-Time Rates and Fundamental Limits AISTATS 2025 Agent-based Modeling for Policy-Making in Inequity Contexts IJCAI 2025 Concentration of Cumulative Reward in Markov Decision Processes JMLR 2025 Distributionally Robust Policy Evaluation and Learning for Continuous Treatment with Observational Data AAAI 2025 Doubly Optimal Policy Evaluation for Reinforcement Learning ICLR 2025 Estimating Value of Assistance for Online POMDP Robotic Agents CoRL 2025 Finite-Time Analysis of Heterogeneous Federated Temporal Difference Learning IJCAI 2025 On Model Identification and Out-of-Sample Prediction of PCR with Applications to Synthetic Controls JMLR 2025 Random Policy Evaluation Uncovers Policies of Generative Flow Networks ICML 2025 Rank-One Modified Value Iteration ICML 2025 Rule-Guided Reinforcement Learning Policy Evaluation and Improvement IJCAI 2025 Selective Uncertainty Propagation in Offline RL AAAI 2025 Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation (Extended Abstract) COLT 2025 Time After Time: Deep-Q Effect Estimation for Interventions on When and What to do ICLR 2025 Transformers Can Learn Temporal Difference Methods for In-Context Reinforcement Learning ICLR 2025 Balancing Context Length and Mixing Times for Reinforcement Learning at Scale NeurIPS 2024 Combining Experimental and Historical Data for Policy Evaluation ICML 2024 Efficient Policy Evaluation Across Multiple Different Experimental Datasets NeurIPS 2024