Offline RL

Residual learning and context encoding for adaptive offline-to-online reinforcement learning L4DC 2024 Rethinking Decision Transformer via Hierarchical Reinforcement Learning ICML 2024 Rethinking Optimal Transport in Offline Reinforcement Learning NeurIPS 2024 Retrospex: Language Agent Meets Offline Reinforcement Learning Critic EMNLP 2024 Reward-Consistent Dynamics Models are Strongly Generalizable for Offline Reinforcement Learning ICLR 2024 Reward-Relevance-Filtered Linear Offline Reinforcement Learning AISTATS 2024 RL in Latent MDPs is Tractable: Online Guarantees via Off-Policy Evaluation NeurIPS 2024 Robust Offline Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2024 ROIDICE: Offline Return on Investment Maximization for Efficient Decision Making NeurIPS 2024 Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage NeurIPS 2024 Sample Complexity Reduction via Policy Difference Estimation in Tabular Reinforcement Learning NeurIPS 2024 Scale-free Adversarial Reinforcement Learning COLT 2024 Scaling Offline Evaluation of Reinforcement Learning Agents through Abstraction AAAI 2024 SEABO: A Simple Search-Based Method for Offline Imitation Learning ICLR 2024 Seizing Serendipity: Exploiting the Value of Past Success in Off-Policy Actor-Critic ICML 2024 SeMOPO: Learning High-quality Model and Policy from Low-quality Offline Visual Datasets ICML 2024 Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity NeurIPS 2024 Simple Hierarchical Planning with Diffusion ICLR 2024 Simple Ingredients for Offline Reinforcement Learning ICML 2024 Simplifying Complex Observation Models in Continuous POMDP Planning with Probabilistic Guarantees and Practice AAAI 2024 Solving Offline Reinforcement Learning with Decision Tree Regression CoRL 2024 SpOiLer: Offline reinforcement learning using scaled penalties L4DC 2024 Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance CoRL 2024 Stitching Sub-trajectories with Conditional Diffusion Model for Goal-Conditioned Offline RL AAAI 2024 Stylized Offline Reinforcement Learning: Extracting Diverse High-Quality Behaviors from Heterogeneous Datasets ICLR 2024