SOTAVerified

Offline RL

Papers

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Showing 401–425 of 755 papers

TitleStatusHype
Diffusion-Based Offline RL for Improved Decision-Making in Augmented ARC Task—0
Diffusion-DICE: In-Sample Diffusion Guidance for Offline Reinforcement Learning—0
Diffusion Policies for Out-of-Distribution Generalization in Offline Reinforcement Learning—0
Diffusion Self-Weighted Guidance for Offline Reinforcement Learning—0
Discovering Multiple Solutions from a Single Task in Offline Reinforcement Learning—0
Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity—0
Distributionally Robust Offline Reinforcement Learning with Linear Function Approximation—0
Diverse Transformer Decoding for Offline Reinforcement Learning Using Financial Algorithmic Approaches—0
Domain Adaptation for Offline Reinforcement Learning with Limited Samples—0
Domain Generalization for Robust Model-Based Offline Reinforcement Learning—0
DOMAIN: MilDly COnservative Model-BAsed OfflINe Reinforcement Learning—0
Double Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage—0
DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization—0
DRDT3: Diffusion-Refined Decision Test-Time Training Model—0
Dual Generator Offline Reinforcement Learning—0
Efficient Imitation Learning with Conservative World Models—0
Efficient Online RL Fine Tuning with Offline Pre-trained Policy Only—0
EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL—0
Empowering Embodied Visual Tracking with Visual Foundation Models and Offline RL—0
Enabling A Network AI Gym for Autonomous Cyber Agents—0
End-to-End Offline Goal-Oriented Dialog Policy Learning via Policy Gradient—0
End-to-end Offline Reinforcement Learning for Glycemia Control—0
Energy-Weighted Flow Matching for Offline Reinforcement Learning—0
Enhanced DACER Algorithm with High Diffusion Efficiency—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