offline reinforcement learning

492 papers

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Also known as

MORL O2O CQL-PRIOR OSRL ORDC OFFLINE RL RVS OMRL OOD ORL RL

Co-occurring keywords

policy optimization (630) policy learning (699) model-based reinforcement learning (415) value function (294) sample complexity (1158) deep reinforcement learning (903) imitation learning (741) distribution shift (711) markov decision process (788) reinforcement learning (4122)

Papers

Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning NIPS 2023

Understanding, Predicting and Better Resolving Q-Value Divergence in Offline-RL NIPS 2023

Reward-agnostic Fine-tuning: Provable Statistical Benefits of Hybrid Reinforcement Learning NIPS 2023

Bi-Level Offline Policy Optimization with Limited Exploration NIPS 2023

STEER: Unified Style Transfer with Expert Reinforcement EMNLP 2023

Learning from Good Trajectories in Offline Multi-Agent Reinforcement Learning AAAI 2023

Offline Quantum Reinforcement Learning in a Conservative Manner AAAI 2023

Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning NIPS 2023

No-Regret Online Reinforcement Learning with Adversarial Losses and Transitions NIPS 2023

Offline Minimax Soft-Q-learning Under Realizability and Partial Coverage NIPS 2023

Expansive Latent Planning for Sparse Reward Offline Reinforcement Learning CORL 2023

LobsDICE: Offline Learning from Observation via Stationary Distribution Correction Estimation NIPS 2022

CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning NAACL 2022

Adversarially Trained Actor Critic for Offline Reinforcement Learning ICML 2022

Offline RL Policies Should Be Trained to be Adaptive ICML 2022

Retrieval-Augmented Reinforcement Learning ICML 2022

Learning Pseudometric-based Action Representations for Offline Reinforcement Learning ICML 2022

Provably Efficient Offline Reinforcement Learning for Partially Observable Markov Decision Processes ICML 2022

On the Role of Discount Factor in Offline Reinforcement Learning ICML 2022

Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters ICML 2022

Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement Learning ICML 2022

Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification ICML 2022

Pessimistic Q-Learning for Offline Reinforcement Learning: Towards Optimal Sample Complexity ICML 2022

Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning ICML 2022

Bayesian Nonparametrics for Offline Skill Discovery ICML 2022