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

Distance Weighted Supervised Learning for Offline Interaction Data ICML 2023

Reinforcement Learning in Low-rank MDPs with Density Features ICML 2023

Offline Learning in Markov Games with General Function Approximation ICML 2023

Distributionally Robust Policy Gradient for Offline Contextual Bandits AISTATS 2023

Guide to Control: Offline Hierarchical Reinforcement Learning Using Subgoal Generation for Long-Horizon and Sparse-Reward Tasks IJCAI 2023

More for Less: Safe Policy Improvement with Stronger Performance Guarantees IJCAI 2023

Adaptive Reward Shifting Based on Behavior Proximity for Offline Reinforcement Learning IJCAI 2023

Causal Deep Reinforcement Learning Using Observational Data IJCAI 2023

Towards Generalizable Reinforcement Learning for Trade Execution IJCAI 2023

Model-Based Offline Reinforcement Learning with Local Misspecification AAAI 2023

Online Tuning for Offline Decentralized Multi-Agent Reinforcement Learning AAAI 2023

On the Sample Complexity of Vanilla Model-Based Offline Reinforcement Learning with Dependent Samples AAAI 2023

On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation AAAI 2023

Weighted Policy Constraints for Offline Reinforcement Learning AAAI 2023

Reward Poisoning Attacks on Offline Multi-Agent Reinforcement Learning AAAI 2023

Flow to Control: Offline Reinforcement Learning with Lossless Primitive Discovery AAAI 2023

Behavior Estimation from Multi-Source Data for Offline Reinforcement Learning AAAI 2023

DARL: Distance-Aware Uncertainty Estimation for Offline Reinforcement Learning AAAI 2023

Adaptive Policy Learning for Offline-to-Online Reinforcement Learning AAAI 2023

Safe Policy Improvement for POMDPs via Finite-State Controllers AAAI 2023

Towards Safe Mechanical Ventilation Treatment Using Deep Offline Reinforcement Learning AAAI 2023

Model-Based Offline Weighted Policy Optimization (Student Abstract) AAAI 2023

A Simple Solution for Offline Imitation from Observations and Examples with Possibly Incomplete Trajectories NIPS 2023

Learning from Visual Observation via Offline Pretrained State-to-Go Transformer NIPS 2023

Waypoint Transformer: Reinforcement Learning via Supervised Learning with Intermediate Targets NIPS 2023