SOTAVerified

Offline RL

Papers

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Showing 361–370 of 755 papers

TitleStatusHype
Unified Preference Optimization: Language Model Alignment Beyond the Preference Frontier—0
Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear q^π-Realizability and Concentrability—0
OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators—0
Exclusively Penalized Q-learning for Offline Reinforcement Learning—0
Offline Reinforcement Learning from Datasets with Structured Non-StationarityCode0
Offline RL via Feature-Occupancy Gradient Ascent—0
Efficient Imitation Learning with Conservative World Models—0
Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?Code0
Towards Robust Policy: Enhancing Offline Reinforcement Learning with Adversarial Attacks and Defenses—0
Ensemble Successor Representations for Task Generalization in Offline-to-Online 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