SOTAVerified

Offline RL

Papers

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Showing 131–140 of 755 papers

TitleStatusHype
Enhancing Cross-domain Pre-Trained Decision Transformers with Adaptive Attention—0
Tractable Offline Learning of Regular Decision Processes—0
Enhancing Sample Efficiency and Exploration in Reinforcement Learning through the Integration of Diffusion Models and Proximal Policy OptimizationCode2
Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning—0
Optimization Solution Functions as Deterministic Policies for Offline Reinforcement Learning—0
Unsupervised-to-Online Reinforcement Learning—0
SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning—0
Domain Adaptation for Offline Reinforcement Learning with Limited Samples—0
Preference-Guided Reflective Sampling for Aligning Language ModelsCode0
Leveraging Unlabeled Data Sharing through Kernel Function Approximation in Offline Reinforcement LearningCode0
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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