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

Hierarchical Diffusion for Offline Decision Making ICML 2023

Offline Reinforcement Learning with Closed-Form Policy Improvement Operators ICML 2023

AdaptDiffuser: Diffusion Models as Adaptive Self-evolving Planners ICML 2023

Safe Offline Reinforcement Learning with Real-Time Budget Constraints ICML 2023

Constrained Decision Transformer for Offline Safe Reinforcement Learning ICML 2023

Contrastive Energy Prediction for Exact Energy-Guided Diffusion Sampling in Offline Reinforcement Learning ICML 2023

Supported Trust Region Optimization for Offline Reinforcement Learning ICML 2023

MetaDiffuser: Diffusion Model as Conditional Planner for Offline Meta-RL ICML 2023

Policy Regularization with Dataset Constraint for Offline Reinforcement Learning ICML 2023

Provably Efficient Offline Reinforcement Learning with Perturbed Data Sources ICML 2023

Hindsight Learning for MDPs with Exogenous Inputs ICML 2023

On the Effectiveness of Offline RL for Dialogue Response Generation ICML 2023

Leveraging Offline Data in Online Reinforcement Learning ICML 2023

A Robust Test for the Stationarity Assumption in Sequential Decision Making ICML 2023

Masked Trajectory Models for Prediction, Representation, and Control ICML 2023

Future-conditioned Unsupervised Pretraining for Decision Transformer ICML 2023

Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL ICML 2023

Boosting Offline Reinforcement Learning with Action Preference Query ICML 2023

Actor-Critic Alignment for Offline-to-Online Reinforcement Learning ICML 2023

Semi-Supervised Offline Reinforcement Learning with Action-Free Trajectories ICML 2023

Revisiting Bellman Errors for Offline Model Selection ICML 2023

Contrastive Example-Based Control L4DC 2023

Efficient Reinforcement Learning Through Trajectory Generation L4DC 2023

Can Active Sampling Reduce Causal Confusion in Offline Reinforcement Learning? CLEAR 2023

Large Decision Models IJCAI 2023