Offline RL

Oracle-Efficient Pessimism: Offline Policy Optimization In Contextual Bandits AISTATS 2024 Pessimism Meets Risk: Risk-Sensitive Offline Reinforcement Learning ICML 2024 Pessimistic Nonlinear Least-Squares Value Iteration for Offline Reinforcement Learning ICLR 2024 Pessimistic Off-Policy Multi-Objective Optimization AISTATS 2024 PISDR: Page and Item Sequential Decision for Re-ranking Based on Offline Reinforcement Learning ACML 2024 PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer ICML 2024 Planning, Fast and Slow: Online Reinforcement Learning with Action-Free Offline Data via Multiscale Planners ICML 2024 POCE: Primal Policy Optimization with Conservative Estimation for Multi-constraint Offline Reinforcement Learning CVPR 2024 Policy-conditioned Environment Models are More Generalizable ICML 2024 Policy Rehearsing: Training Generalizable Policies for Reinforcement Learning ICLR 2024 Position: Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination ICML 2024 Positivity-free Policy Learning with Observational Data AISTATS 2024 Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data ICML 2024 Pre-training with Synthetic Data Helps Offline Reinforcement Learning ICLR 2024 Probabilistic Offline Policy Ranking with Approximate Bayesian Computation AAAI 2024 Provable Offline Preference-Based Reinforcement Learning ICLR 2024 Provably and Practically Efficient Adversarial Imitation Learning with General Function Approximation NeurIPS 2024 Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model NeurIPS 2024 Q-value Regularized Transformer for Offline Reinforcement Learning ICML 2024 Real-world fluid directed rigid body control via deep reinforcement learning L4DC 2024 Reasoning with Latent Diffusion in Offline Reinforcement Learning ICLR 2024 ReDiffuser: Reliable Decision-Making Using a Diffuser with Confidence Estimation ICML 2024 Reinforcement Learning Gradients as Vitamin for Online Finetuning Decision Transformers NeurIPS 2024 Reinformer: Max-Return Sequence Modeling for Offline RL ICML 2024 Relaxed Stationary Distribution Correction Estimation for Improved Offline Policy Optimization AAAI 2024