SOTAVerified

Offline RL

Papers

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Showing 731–740 of 755 papers

TitleStatusHype
Offline Trajectory Generalization for Offline Reinforcement Learning—0
OffRIPP: Offline RL-based Informative Path Planning—0
OmniRL: In-Context Reinforcement Learning by Large-Scale Meta-Training in Randomized Worlds—0
Sample Complexity of Offline Reinforcement Learning with Deep ReLU Networks—0
On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation—0
On Multi-objective Policy Optimization as a Tool for Reinforcement Learning: Case Studies in Offline RL and Finetuning—0
On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling, and Beyond—0
On the Role of Discount Factor in Offline Reinforcement Learning—0
On the Sample Complexity of Vanilla Model-Based Offline Reinforcement Learning with Dependent Samples—0
On the Statistical Complexity for Offline and Low-Adaptive Reinforcement Learning with Structures—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