SOTAVerified

Offline RL

Papers

Showing 5175 of 755 papers

TitleStatusHype
DataLight: Offline Data-Driven Traffic Signal ControlCode1
When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement LearningCode1
Agent-Controller Representations: Principled Offline RL with Rich Exogenous InformationCode1
Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement LearningCode1
A Workflow for Offline Model-Free Robotic Reinforcement LearningCode1
AdaCat: Adaptive Categorical Discretization for Autoregressive ModelsCode1
Critic-Guided Decision Transformer for Offline Reinforcement LearningCode1
Efficient Offline Policy Optimization with a Learned ModelCode1
A Policy-Guided Imitation Approach for Offline Reinforcement LearningCode1
Efficient Reinforcement Learning Through Trajectory GenerationCode1
All You Need Is Supervised Learning: From Imitation Learning to Meta-RL With Upside Down RLCode1
Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement LearningCode1
Critic Regularized RegressionCode1
cosFormer: Rethinking Softmax in AttentionCode1
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement LearningCode1
CROP: Conservative Reward for Model-based Offline Policy OptimizationCode1
Deployment-Efficient Reinforcement Learning via Model-Based Offline OptimizationCode1
An Optimistic Perspective on Offline Deep Reinforcement LearningCode1
Reliable Conditioning of Behavioral Cloning for Offline Reinforcement LearningCode1
Consistency Models as a Rich and Efficient Policy Class for Reinforcement LearningCode1
Conservative Offline Distributional Reinforcement LearningCode1
COMBO: Conservative Offline Model-Based Policy OptimizationCode1
Conservative Q-Learning for Offline Reinforcement LearningCode1
CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender SystemCode1
Acme: A Research Framework for Distributed 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