SOTAVerified

Offline RL

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 476–500 of 755 papers

TitleStatusHype
An Offline Reinforcement Learning Algorithm Customized for Multi-Task Fusion in Large-Scale Recommender Systems—0
A Perspective of Q-value Estimation on Offline-to-Online Reinforcement Learning—0
A Primal-Dual Algorithm for Offline Constrained Reinforcement Learning with Linear MDPs—0
ARMOR: A Model-based Framework for Improving Arbitrary Baseline Policies with Offline Data—0
A Simple Unified Uncertainty-Guided Framework for Offline-to-Online Reinforcement Learning—0
A Strong Baseline for Batch Imitation Learning—0
A Survey of Zero-shot Generalisation in Deep Reinforcement Learning—0
A Survey on Model-based Reinforcement Learning—0
A Fast Convergence Theory for Offline Decision Making—0
Augmenting Offline RL with Unlabeled Data—0
Automatic Trade-off Adaptation in Offline RL—0
A Validation Tool for Designing Reinforcement Learning Environments—0
Batch-Constrained Distributional Reinforcement Learning for Session-based Recommendation—0
Bayesian Reparameterization of Reward-Conditioned Reinforcement Learning with Energy-based Models—0
BCRLSP: An Offline Reinforcement Learning Framework for Sequential Targeted Promotion—0
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning—0
Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning—0
Behavioral Priors and Dynamics Models: Improving Performance and Domain Transfer in Offline RL—0
Behavior Regularized Offline Reinforcement Learning—0
Behaviour Discovery and Attribution for Explainable Reinforcement Learning—0
Bellman Residual Orthogonalization for Offline Reinforcement Learning—0
Benchmarking Offline Reinforcement Learning Algorithms for E-Commerce Order Fraud Evaluation—0
Benchmarks and Algorithms for Offline Preference-Based Reward Learning—0
Benchmarks for Reinforcement Learning with Biased Offline Data and Imperfect Simulators—0
Bi-Level Offline Policy Optimization with Limited Exploration—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