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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

Curriculum Offline Imitating Learning NIPS 2021
Offline RL Without Off-Policy Evaluation NIPS 2021
Offline Meta Reinforcement Learning -- Identifiability Challenges and Effective Data Collection Strategies NIPS 2021
Towards Instance-Optimal Offline Reinforcement Learning with Pessimism NIPS 2021
Offline Reinforcement Learning from Human Feedback in Real-World Sequence-to-Sequence Tasks ACL 2021
Near Optimal Reward-Free Reinforcement Learning ICML 2021
Offline Meta-Reinforcement Learning with Advantage Weighting ICML 2021
Fast Rates for the Regret of Offline Reinforcement Learning COLT 2021
Understanding the World Through Action CORL 2021
Collect & Infer - a fresh look at data-efficient Reinforcement Learning CORL 2021
Offline-to-Online Reinforcement Learning via Balanced Replay and Pessimistic Q-Ensemble CORL 2021
What Matters in Learning from Offline Human Demonstrations for Robot Manipulation CORL 2021
You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL CORL 2021
Dealing with the Unknown: Pessimistic Offline Reinforcement Learning CORL 2021
Learning Language-Conditioned Robot Behavior from Offline Data and Crowd-Sourced Annotation CORL 2021
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning in Robotics CORL 2021
Implicit Behavioral Cloning CORL 2021
A Workflow for Offline Model-Free Robotic Reinforcement Learning CORL 2021
Beyond Pick-and-Place: Tackling Robotic Stacking of Diverse Shapes CORL 2021
Safe Driving via Expert Guided Policy Optimization CORL 2021
An Optimistic Perspective on Offline Reinforcement Learning ICML 2020
Critic Regularized Regression NIPS 2020
MOPO: Model-based Offline Policy Optimization NIPS 2020
Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation NIPS 2020
MOReL: Model-Based Offline Reinforcement Learning NIPS 2020