SOTAVerified

Offline RL

Papers

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Showing 321–330 of 755 papers

TitleStatusHype
Model-based RL as a Minimalist Approach to Horizon-Free and Second-Order Bounds—0
Experimental evaluation of offline reinforcement learning for HVAC control in buildingsCode0
D5RL: Diverse Datasets for Data-Driven Deep Reinforcement Learning—0
Hybrid Reinforcement Learning Breaks Sample Size Barriers in Linear MDPs—0
Consistent time travel for realistic interactions with historical data: reinforcement learning for market making—0
Diffusion-DICE: In-Sample Diffusion Guidance for Offline Reinforcement Learning—0
Language-Conditioned Offline RL for Multi-Robot Navigation—0
Diffusion Models as Optimizers for Efficient Planning in Offline RLCode0
ROLeR: Effective Reward Shaping in Offline Reinforcement Learning for Recommender SystemsCode0
Sparsity-based Safety Conservatism for Constrained 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