offline reinforcement learning

MetaReflection: Learning Instructions for Language Agents using Past Reflections EMNLP 2024 MICRO: Model-Based Offline Reinforcement Learning with a Conservative Bellman Operator IJCAI 2024 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 Misspecified Regression with Applications to Reinforcement Learning COLT 2024 MORE-3S:Multimodal-based Offline Reinforcement Learning with Shared Semantic Spaces COLING 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 Offline Bayesian Aleatoric and Epistemic Uncertainty Quantification and Posterior Value Optimisation in Finite-State MDPs UAI 2024 Offline Behavior Distillation NeurIPS 2024 Offline Inverse RL: New Solution Concepts and Provably Efficient Algorithms ICML 2024 Offline Model-Based Optimization via Policy-Guided Gradient Search AAAI 2024 Offline Multitask Representation Learning for Reinforcement Learning NeurIPS 2024 Offline Oracle-Efficient Learning for Contextual MDPs via Layerwise Exploration-Exploitation Tradeoff NeurIPS 2024 Offline Policy Learning via Skill-step Abstraction for Long-horizon Goal-Conditioned Tasks IJCAI 2024 Offline Primal-Dual Reinforcement Learning for Linear MDPs AISTATS 2024 Offline Reinforcement Learning: Role of State Aggregation and Trajectory Data COLT 2024 Offline Reinforcement Learning with Behavioral Supervisor Tuning IJCAI 2024 Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression NeurIPS 2024