SOTAVerified

Offline RL

Papers

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Showing 411–420 of 755 papers

TitleStatusHype
MoMA: Model-based Mirror Ascent for Offline Reinforcement Learning—0
Solving Offline Reinforcement Learning with Decision Tree RegressionCode0
Harnessing Density Ratios for Online Reinforcement Learning—0
DiffClone: Enhanced Behaviour Cloning in Robotics with Diffusion-Driven Policy LearningCode0
Learning from Sparse Offline Datasets via Conservative Density EstimationCode0
Solving Continual Offline Reinforcement Learning with Decision Transformer—0
Optimistic Model Rollouts for Pessimistic Offline Policy Optimization—0
On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling, and Beyond—0
MOTO: Offline Pre-training to Online Fine-tuning for Model-based Robot Learning—0
SPQR: Controlling Q-ensemble Independence with Spiked Random Model for 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