Offline RL

Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning NeurIPS 2024 Minimax-optimal reward-agnostic exploration in reinforcement learning COLT 2024 Mitigating Covariate Shift in Behavioral Cloning via Robust Stationary Distribution Correction NeurIPS 2024 Mitigating Covariate Shift in Misspecified Regression with Applications to Reinforcement Learning COLT 2024 Model-based Reinforcement Learning for Confounded POMDPs ICML 2024 Model-Free Robust $φ$-Divergence Reinforcement Learning Using Both Offline and Online Data ICML 2024 MORE-3S:Multimodal-based Offline Reinforcement Learning with Shared Semantic Spaces COLING 2024 More Benefits of Being Distributional: Second-Order Bounds for Reinforcement Learning ICML 2024 Multi-Agent Domain Calibration with a Handful of Offline Data NeurIPS 2024 NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation NeurIPS 2024 Neural Network Approximation for Pessimistic Offline Reinforcement Learning AAAI 2024 NondBREM: Nondeterministic Offline Reinforcement Learning for Large-Scale Order Dispatching AAAI 2024 OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning NeurIPS 2024 Occupancy-based Policy Gradient: Estimation, Convergence, and Optimality NeurIPS 2024 OCEAN-MBRL: Offline Conservative Exploration for Model-Based Offline Reinforcement Learning AAAI 2024 ODICE: Revealing the Mystery of Distribution Correction Estimation via Orthogonal-gradient Update ICLR 2024 ODRL: A Benchmark for Off-Dynamics Reinforcement Learning NeurIPS 2024 Offline Actor-Critic Reinforcement Learning Scales to Large Models ICML 2024 Offline Behavior Distillation NeurIPS 2024 Offline-Boosted Actor-Critic: Adaptively Blending Optimal Historical Behaviors in Deep Off-Policy RL ICML 2024 Offline Data Enhanced On-Policy Policy Gradient with Provable Guarantees ICLR 2024 Offline Imitation from Observation via Primal Wasserstein State Occupancy Matching ICML 2024 Offline Imitation Learning Through Graph Search and Retrieval RSS 2024 Offline Inverse RL: New Solution Concepts and Provably Efficient Algorithms ICML 2024 Offline Model-Based Optimization via Policy-Guided Gradient Search AAAI 2024