SOTAVerified

Offline RL

Papers

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Showing 676–700 of 755 papers

TitleStatusHype
Should I Run Offline Reinforcement Learning or Behavioral Cloning?—0
Learning Pseudometric-based Action Representations for Offline Reinforcement Learning—0
Targeted Environment Design from Offline Data—0
The Essential Elements of Offline RL via Supervised Learning—0
CrowdPlay: Crowdsourcing human demonstration data for offline learning in Atari games—0
Particle Based Stochastic Policy Optimization—0
Pareto Policy Pool for Model-based Offline Reinforcement Learning—0
Uncertainty Regularized Policy Learning for Offline Reinforcement Learning—0
Variational oracle guiding for reinforcement learning—0
Adaptive Q-learning for Interaction-Limited Reinforcement Learning—0
Data Sharing without Rewards in Multi-Task Offline Reinforcement Learning—0
Offline Reinforcement Learning with Resource Constrained Online Deployment—0
Why so pessimistic? Estimating uncertainties for offline RL through ensembles, and why their independence matters.—0
Accelerating Offline Reinforcement Learning Application in Real-Time Bidding and Recommendation: Potential Use of Simulation—0
Conservative Data Sharing for Multi-Task Offline Reinforcement Learning—0
DCUR: Data Curriculum for Teaching via Samples with Reinforcement LearningCode0
Policy Gradients Incorporating the Future—0
Offline Preference-Based Apprenticeship Learning—0
Constraints Penalized Q-learning for Safe Offline Reinforcement Learning—0
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage—0
Enhancing Video Analytics Accuracy via Real-time Automated Camera Parameter Tuning—0
The Least Restriction for Offline Reinforcement Learning—0
Optimality Inductive Biases and Agnostic Guidelines for Offline Reinforcement LearningCode0
Provably Efficient Representation Selection in Low-rank Markov Decision Processes: From Online to Offline RL—0
Boosting Offline Reinforcement Learning with Residual Generative Modeling—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