SOTAVerified

Offline RL

Papers

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Showing 451–500 of 755 papers

TitleStatusHype
You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments—0
You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL—0
Your Offline Policy is Not Trustworthy: Bilevel Reinforcement Learning for Sequential Portfolio Optimization—0
PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation—0
Prior-Guided Diffusion Planning for Offline Reinforcement Learning—0
How to Provably Improve Return Conditioned Supervised Learning?—0
Accelerating Diffusion Models in Offline RL via Reward-Aware Consistency Trajectory Distillation—0
Accelerating Offline Reinforcement Learning Application in Real-Time Bidding and Recommendation: Potential Use of Simulation—0
Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning—0
A Conservative Q-Learning approach for handling distribution shift in sepsis treatment strategies—0
Action-Quantized Offline Reinforcement Learning for Robotic Skill Learning—0
AdaCred: Adaptive Causal Decision Transformers with Feature Crediting—0
Adaptive Policy Learning for Offline-to-Online Reinforcement Learning—0
Adaptive Q-learning for Interaction-Limited Reinforcement Learning—0
Addressing Distribution Shift in Online Reinforcement Learning with Offline Datasets—0
Addressing Extrapolation Error in Deep Offline Reinforcement Learning—0
ADG: Ambient Diffusion-Guided Dataset Recovery for Corruption-Robust Offline Reinforcement Learning—0
A Dual Approach to Imitation Learning from Observations with Offline Datasets—0
Advancing RAN Slicing with Offline Reinforcement Learning—0
Adversarially Trained Weighted Actor-Critic for Safe Offline Reinforcement Learning—0
A Fully Data-Driven Approach for Realistic Traffic Signal Control Using Offline Reinforcement Learning—0
Align Your Intents: Offline Imitation Learning via Optimal Transport—0
Task-Agnostic Learning to Accomplish New Tasks—0
Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning—0
An Empirical Study of Implicit Regularization in Deep Offline RL—0
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