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

Learning to search efficiently for causally near-optimal treatments NIPS 2020

Conservative Q-Learning for Offline Reinforcement Learning NIPS 2020

Human-centric dialog training via offline reinforcement learning EMNLP 2020

Hierarchical Reinforcement Learning for Pedagogical Policy Induction (Extended Abstract) IJCAI 2020

Batch Reinforcement Learning with Hyperparameter Gradients ICML 2020

RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning NIPS 2020

PLAS: Latent Action Space for Offline Reinforcement Learning CORL 2020

Never Stop Learning: The Effectiveness of Fine-Tuning in Robotic Reinforcement Learning CORL 2020

Learning Dexterous Manipulation from Suboptimal Experts CORL 2020

Inferring Continuous Treatment Doses from Historical Data via Model-Based Entropy-Regularized Reinforcement Learning ACML 2020

Scaling data-driven robotics with reward sketching and batch reinforcement learning RSS 2020

Unobserved Is Not Equal to Non-existent: Using Gaussian Processes to Infer Immediate Rewards Across Contexts IJCAI 2019

Truly Batch Apprenticeship Learning with Deep Successor Features IJCAI 2019

Speech Driven Backchannel Generation Using Deep Q-Network for Enhancing Engagement in Human-Robot Interaction INTERSPEECH 2019

Offline Contextual Bandits with High Probability Fairness Guarantees NIPS 2019

Exponentially Weighted Imitation Learning for Batched Historical Data NIPS 2018

Boosted Fitted Q-Iteration ICML 2017