SOTAVerified

Offline RL

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–225 of 755 papers

TitleStatusHype
FOSP: Fine-tuning Offline Safe Policy through World Models—0
Contrastive Learning as Goal-Conditioned Reinforcement Learning—0
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning—0
Contrastive Diffuser: Planning Towards High Return States via Contrastive Learning—0
BCRLSP: An Offline Reinforcement Learning Framework for Sequential Targeted Promotion—0
Bayesian Reparameterization of Reward-Conditioned Reinforcement Learning with Energy-based Models—0
Contextual Transformer for Offline Meta Reinforcement Learning—0
Context-Former: Stitching via Latent Conditioned Sequence Modeling—0
AdaCred: Adaptive Causal Decision Transformers with Feature Crediting—0
From Novelty to Imitation: Self-Distilled Rewards for Offline Reinforcement Learning—0
Constraints Penalized Q-learning for Safe Offline Reinforcement Learning—0
Align Your Intents: Offline Imitation Learning via Optimal Transport—0
Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning—0
Environment Transformer and Policy Optimization for Model-Based Offline Reinforcement Learning—0
Ensemble Successor Representations for Task Generalization in Offline-to-Online Reinforcement Learning—0
Conservative Data Sharing for Multi-Task Offline Reinforcement Learning—0
Batch-Constrained Distributional Reinforcement Learning for Session-based Recommendation—0
ENOTO: Improving Offline-to-Online Reinforcement Learning with Q-Ensembles—0
Confidence-Conditioned Value Functions for Offline Reinforcement Learning—0
Enhancing Reinforcement Learning Through Guided Search—0
Enhancing Pre-Trained Decision Transformers with Prompt-Tuning Bandits—0
A Validation Tool for Designing Reinforcement Learning Environments—0
Automatic Trade-off Adaptation in Offline RL—0
Enhancing Offline Model-Based RL via Active Model Selection: A Bayesian Optimization Perspective—0
Enhancing Cross-domain Pre-Trained Decision Transformers with Adaptive Attention—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