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offline reinforcement learning

492 papers

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Also known as

OFFLINE RL ORL

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