SOTAVerified

Offline RL

Papers

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Showing 721–730 of 755 papers

TitleStatusHype
Uncertainty Estimation Using Riemannian Model~Dynamics for Offline Reinforcement Learning—0
Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning—0
PerSim: Data-Efficient Offline Reinforcement Learning with Heterogeneous Agents via Personalized Simulators—0
Q-Value Weighted Regression: Reinforcement Learning with Limited DataCode0
Representation Matters: Offline Pretraining for Sequential Decision Making—0
Near-Optimal Offline Reinforcement Learning via Double Variance Reduction—0
Addressing Distribution Shift in Online Reinforcement Learning with Offline Datasets—0
Offline Policy Optimization with Variance Regularization—0
Uncertainty Weighted Offline Reinforcement Learning—0
Robust Offline Reinforcement Learning from Low-Quality Data—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