Offline RL

Trajectory Tactics: When Transformers Learn Exploration to Generate Online Signature WACV 2026 Decision-Point Guided Safe Policy Improvement AISTATS 2025 Efficient imitation learning with conservative world models L4DC 2024 Improving Offline RL by Blending Heuristics ICLR 2024 MADiff: Offline Multi-agent Learning with Diffusion Models NeurIPS 2024 Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement NeurIPS 2024 Multi-Agent Domain Calibration with a Handful of Offline Data NeurIPS 2024 Offline Model-Based Optimization via Policy-Guided Gradient Search AAAI 2024 Probabilistic Offline Policy Ranking with Approximate Bayesian Computation AAAI 2024 Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model NeurIPS 2024 Scaling Offline Evaluation of Reinforcement Learning Agents through Abstraction AAAI 2024 An Instrumental Variable Approach to Confounded Off-Policy Evaluation ICML 2023 Counterfactual Learning with General Data-Generating Policies AAAI 2023 Model-based Offline Reinforcement Learning with Count-based Conservatism ICML 2023 Safe Offline Reinforcement Learning with Real-Time Budget Constraints ICML 2023 [CASPI] Causal-aware Safe Policy Improvement for Task-oriented Dialogue ACL 2022 Conformal Off-Policy Prediction in Contextual Bandits NeurIPS 2022 Doubly Robust Distributionally Robust Off-Policy Evaluation and Learning ICML 2022 Offline Reinforcement Learning with Realizability and Single-policy Concentrability COLT 2022 Off-Policy Evaluation with Deficient Support Using Side Information NeurIPS 2022 The Curse of Passive Data Collection in Batch Reinforcement Learning AISTATS 2022 Actionable Models: Unsupervised Offline Reinforcement Learning of Robotic Skills ICML 2021 A Deep Reinforcement Learning Approach to Marginalized Importance Sampling with the Successor Representation ICML 2021 Boosting Offline Reinforcement Learning with Residual Generative Modeling IJCAI 2021 Deeply-Debiased Off-Policy Interval Estimation ICML 2021