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Offline RL

Papers

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Showing 326–350 of 755 papers

TitleStatusHype
Exploiting Generalization in Offline Reinforcement Learning via Unseen State Augmentations—0
Constraints Penalized Q-learning for Safe Offline Reinforcement Learning—0
Exclusively Penalized Q-learning for Offline Reinforcement Learning—0
Evaluation-Time Policy Switching for Offline Reinforcement Learning—0
Evaluation of Active Feature Acquisition Methods for Static Feature Settings—0
Equivariant Offline Reinforcement Learning—0
Equivariant Data Augmentation for Generalization in Offline Reinforcement Learning—0
Environment Transformer and Policy Optimization for Model-Based Offline Reinforcement Learning—0
Ensemble Successor Representations for Task Generalization in Offline-to-Online Reinforcement Learning—0
Conservative Data Sharing for Multi-Task Offline Reinforcement Learning—0
Batch-Constrained Distributional Reinforcement Learning for Session-based Recommendation—0
Align Your Intents: Offline Imitation Learning via Optimal Transport—0
Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning—0
ENOTO: Improving Offline-to-Online Reinforcement Learning with Q-Ensembles—0
Confidence-Conditioned Value Functions for Offline Reinforcement Learning—0
Enhancing Reinforcement Learning Through Guided Search—0
Enhancing Pre-Trained Decision Transformers with Prompt-Tuning Bandits—0
A Validation Tool for Designing Reinforcement Learning Environments—0
Enhancing Offline Model-Based RL via Active Model Selection: A Bayesian Optimization Perspective—0
Enhancing Cross-domain Pre-Trained Decision Transformers with Adaptive Attention—0
Enhanced DACER Algorithm with High Diffusion Efficiency—0
Energy-Weighted Flow Matching for Offline Reinforcement Learning—0
Comparing Model-free and Model-based Algorithms for Offline Reinforcement Learning—0
Automatic Trade-off Adaptation in Offline RL—0
End-to-end Offline Reinforcement Learning for Glycemia Control—0
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All datasetsD4RLWalker2d

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1KFCAverage Reward81.8—Unverified
2ADMPOAverage Reward81—Unverified
3Decision Transformer (DT)Average Reward73.5—Unverified
#ModelMetricClaimedVerifiedStatus
1ParPID4RL Normalized Score151.4—Unverified