Offline RL

Adversarial Model for Offline Reinforcement Learning NeurIPS 2023 A Finite Sample Complexity Bound for Distributionally Robust Q-learning AISTATS 2023 AlberDICE: Addressing Out-Of-Distribution Joint Actions in Offline Multi-Agent RL via Alternating Stationary Distribution Correction Estimation NeurIPS 2023 An effective negotiating agent framework based on deep offline reinforcement learning UAI 2023 An Instrumental Variable Approach to Confounded Off-Policy Evaluation ICML 2023 Anti-Exploration by Random Network Distillation ICML 2023 A Robust Test for the Stationarity Assumption in Sequential Decision Making ICML 2023 A Simple Solution for Offline Imitation from Observations and Examples with Possibly Incomplete Trajectories NeurIPS 2023 Asymptotically Unbiased Off-Policy Policy Evaluation when Reusing Old Data in Nonstationary Environments AISTATS 2023 A trajectory is worth three sentences: multimodal transformer for offline reinforcement learning UAI 2023 Bayesian Reparameterization of Reward-Conditioned Reinforcement Learning with Energy-based Models ICML 2023 Behavior Estimation from Multi-Source Data for Offline Reinforcement Learning AAAI 2023 Behavior Proximal Policy Optimization ICLR 2023 Benchmarking Offline Reinforcement Learning on Real-Robot Hardware ICLR 2023 Beyond Reward: Offline Preference-guided Policy Optimization ICML 2023 Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets NeurIPS 2023 Bi-Level Offline Policy Optimization with Limited Exploration NeurIPS 2023 Boosting Offline Reinforcement Learning with Action Preference Query ICML 2023 Budgeting Counterfactual for Offline RL NeurIPS 2023 Building Persona Consistent Dialogue Agents with Offline Reinforcement Learning EMNLP 2023 Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning NeurIPS 2023 Can Active Sampling Reduce Causal Confusion in Offline Reinforcement Learning? CLeaR 2023 Causal Deep Reinforcement Learning Using Observational Data IJCAI 2023 ChiPFormer: Transferable Chip Placement via Offline Decision Transformer ICML 2023 CLARE: Conservative Model-Based Reward Learning for Offline Inverse Reinforcement Learning ICLR 2023