Offline RL

Semi-Supervised Off-Policy Reinforcement Learning and Value Estimation for Dynamic Treatment Regimes JMLR 2023 SPQR: Controlling Q-ensemble Independence with Spiked Random Model for Reinforcement Learning NeurIPS 2023 State-Action Similarity-Based Representations for Off-Policy Evaluation NeurIPS 2023 Supported Trust Region Optimization for Offline Reinforcement Learning ICML 2023 Supported Value Regularization for Offline Reinforcement Learning NeurIPS 2023 Survival Instinct in Offline Reinforcement Learning NeurIPS 2023 Synthetic Experience Replay NeurIPS 2023 The In-Sample Softmax for Offline Reinforcement Learning ICLR 2023 The Optimal Approximation Factors in Misspecified Off-Policy Value Function Estimation ICML 2023 The Provable Benefit of Unsupervised Data Sharing for Offline Reinforcement Learning ICLR 2023 Towards Generalizable Reinforcement Learning for Trade Execution IJCAI 2023 Towards Safe Mechanical Ventilation Treatment Using Deep Offline Reinforcement Learning AAAI 2023 Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning NeurIPS 2023 Trajectory-Aware Eligibility Traces for Off-Policy Reinforcement Learning ICML 2023 trlX: A Framework for Large Scale Reinforcement Learning from Human Feedback EMNLP 2023 Uncertainty-Aware Instance Reweighting for Off-Policy Learning NeurIPS 2023 Understanding and Addressing the Pitfalls of Bisimulation-based Representations in Offline Reinforcement Learning NeurIPS 2023 Understanding, Predicting and Better Resolving Q-Value Divergence in Offline-RL NeurIPS 2023 Unified Off-Policy Learning to Rank: a Reinforcement Learning Perspective NeurIPS 2023 Unsupervised Behavior Extraction via Random Intent Priors NeurIPS 2023 User-Interactive Offline Reinforcement Learning ICLR 2023 Value Memory Graph: A Graph-Structured World Model for Offline Reinforcement Learning ICLR 2023 Variance-Dependent Regret Bounds for Linear Bandits and Reinforcement Learning: Adaptivity and Computational Efficiency COLT 2023 Variational Latent Branching Model for Off-Policy Evaluation ICLR 2023 VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function Approximation ICLR 2023