SOTAVerified

Offline RL

Papers

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Showing 551–560 of 755 papers

TitleStatusHype
Model-based Offline Reinforcement Learning with Lower Expectile Q-Learning—0
Taming OOD Actions for Offline Reinforcement Learning: An Advantage-Based Approach—0
Targeted Environment Design from Offline Data—0
The Challenges of Exploration for Offline Reinforcement Learning—0
The Essential Elements of Offline RL via Supervised Learning—0
The Least Restriction for Offline Reinforcement Learning—0
The Pitfalls of Imitation Learning when Actions are Continuous—0
The Provable Benefits of Unsupervised Data Sharing for Offline Reinforcement Learning—0
The reinforcement learning-based multi-agent cooperative approach for the adaptive speed regulation on a metallurgical pickling line—0
The Role of Coverage in 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