SOTAVerified

Offline RL

Papers

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Showing 426–450 of 755 papers

TitleStatusHype
Deep RL with Hierarchical Action Exploration for Dialogue Generation—0
DataLight: Offline Data-Driven Traffic Signal ControlCode1
Adaptive Policy Learning for Offline-to-Online Reinforcement Learning—0
Deploying Offline Reinforcement Learning with Human Feedback—0
Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-TuningCode1
Environment Transformer and Policy Optimization for Model-Based Offline Reinforcement Learning—0
Graph Decision Transformer—0
On the Sample Complexity of Vanilla Model-Based Offline Reinforcement Learning with Dependent Samples—0
Decision Transformer under Random Frame DroppingCode0
Learning to Influence Human Behavior with Offline Reinforcement Learning—0
Learning to Control Autonomous Fleets from Observation via Offline Reinforcement LearningCode0
The In-Sample Softmax for Offline Reinforcement LearningCode1
The Provable Benefits of Unsupervised Data Sharing for Offline Reinforcement Learning—0
Gauss-Newton Temporal Difference Learning with Nonlinear Function Approximation—0
VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function ApproximationCode0
Neural Laplace Control for Continuous-time Delayed SystemsCode1
Behavior Proximal Policy OptimizationCode1
Swapped goal-conditioned offline reinforcement learningCode1
Dual RL: Unification and New Methods for Reinforcement and Imitation LearningCode1
Deep Offline Reinforcement Learning for Real-world Treatment Optimization Applications—0
Language Decision Transformers with Exponential Tilt for Interactive Text Environments—0
A Strong Baseline for Batch Imitation Learning—0
Offline Minimax Soft-Q-learning Under Realizability and Partial Coverage—0
Selective Uncertainty Propagation in Offline RL—0
Revisiting Bellman Errors for Offline Model SelectionCode0
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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