SOTAVerified

Offline RL

Papers

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Showing 226–250 of 755 papers

TitleStatusHype
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
How to Spend Your Robot Time: Bridging Kickstarting and Offline Reinforcement Learning for Vision-based Robotic Manipulation—0
Exclusively Penalized Q-learning for Offline Reinforcement Learning—0
Hybrid Reinforcement Learning Breaks Sample Size Barriers in Linear MDPs—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
Automatic Trade-off Adaptation in Offline RL—0
Constraints Penalized Q-learning for Safe Offline Reinforcement Learning—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
Federated Offline Reinforcement Learning—0
Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices—0
Fighting Uncertainty with Gradients: Offline Reinforcement Learning via Diffusion Score Matching—0
Finer Behavioral Foundation Models via Auto-Regressive Features and Advantage Weighting—0
Finetuning from Offline Reinforcement Learning: Challenges, Trade-offs and Practical Solutions—0
Finetuning Offline World Models in the Real World—0
Enhanced DACER Algorithm with High Diffusion Efficiency—0
Flow-Based Single-Step Completion for Efficient and Expressive Policy Learning—0
Energy-Weighted Flow Matching for Offline Reinforcement Learning—0
Comparing Model-free and Model-based Algorithms for Offline Reinforcement Learning—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