SOTAVerified

Offline RL

Papers

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Showing 51–60 of 755 papers

TitleStatusHype
NeoRL-2: Near Real-World Benchmarks for Offline Reinforcement Learning with Extended Realistic ScenariosCode1
Behaviour Discovery and Attribution for Explainable Reinforcement Learning—0
Evaluation-Time Policy Switching for Offline Reinforcement Learning—0
The Pitfalls of Imitation Learning when Actions are Continuous—0
Policy Regularization on Globally Accessible States in Cross-Dynamics Reinforcement Learning—0
Policy Constraint by Only Support Constraint for Offline Reinforcement LearningCode0
Energy-Weighted Flow Matching for Offline Reinforcement Learning—0
What Makes a Good Diffusion Planner for Decision Making?Code2
Scalable Decision-Making in Stochastic Environments through Learned Temporal AbstractionCode0
Yes, Q-learning Helps Offline In-Context RL—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