SOTAVerified

Offline RL

Papers

Showing 2650 of 755 papers

TitleStatusHype
Challenges and Opportunities in Offline Reinforcement Learning from Visual ObservationsCode2
D4RL: Datasets for Deep Data-Driven Reinforcement LearningCode2
Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future DirectionsCode2
Diffusion-based Reinforcement Learning via Q-weighted Variational Policy OptimizationCode2
Flowformer: Linearizing Transformers with Conservation FlowsCode2
Diffusion Policies as an Expressive Policy Class for Offline Reinforcement LearningCode2
AlphaStar Unplugged: Large-Scale Offline Reinforcement LearningCode2
What Makes a Good Diffusion Planner for Decision Making?Code2
All You Need Is Supervised Learning: From Imitation Learning to Meta-RL With Upside Down RLCode1
Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive RecommendationCode1
Decision Transformer: Reinforcement Learning via Sequence ModelingCode1
DataLight: Offline Data-Driven Traffic Signal ControlCode1
AdaCat: Adaptive Categorical Discretization for Autoregressive ModelsCode1
Agent-Controller Representations: Principled Offline RL with Rich Exogenous InformationCode1
Critic Regularized RegressionCode1
CROP: Conservative Reward for Model-based Offline Policy OptimizationCode1
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement LearningCode1
COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction EstimationCode1
Critic-Guided Decision Transformer for Offline Reinforcement LearningCode1
Curriculum Offline Imitation LearningCode1
Deployment-Efficient Reinforcement Learning via Model-Based Offline OptimizationCode1
Adversarially Trained Actor Critic for Offline Reinforcement LearningCode1
A Workflow for Offline Model-Free Robotic Reinforcement LearningCode1
cosFormer: Rethinking Softmax in AttentionCode1
Conservative Q-Learning for Offline Reinforcement LearningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1KFCAverage Reward81.8Unverified
2ADMPOAverage Reward81Unverified
3Decision Transformer (DT)Average Reward73.5Unverified
#ModelMetricClaimedVerifiedStatus
1ParPID4RL Normalized Score151.4Unverified