SOTAVerified

Offline RL

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–375 of 755 papers

TitleStatusHype
End-to-End Offline Goal-Oriented Dialog Policy Learning via Policy Gradient—0
ComaDICE: Offline Cooperative Multi-Agent Reinforcement Learning with Stationary Distribution Shift Regularization—0
Enabling A Network AI Gym for Autonomous Cyber Agents—0
Empowering Embodied Visual Tracking with Visual Foundation Models and Offline RL—0
Augmenting Offline RL with Unlabeled Data—0
EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL—0
Efficient Online RL Fine Tuning with Offline Pre-trained Policy Only—0
CLUE: Calibrated Latent Guidance for Offline Reinforcement Learning—0
A Fast Convergence Theory for Offline Decision Making—0
A Fully Data-Driven Approach for Realistic Traffic Signal Control Using Offline Reinforcement Learning—0
ChiPFormer: Transferable Chip Placement via Offline Decision Transformer—0
Efficient Imitation Learning with Conservative World Models—0
Optimal Uniform OPE and Model-based Offline Reinforcement Learning in Time-Homogeneous, Reward-Free and Task-Agnostic Settings—0
Dual Generator Offline Reinforcement Learning—0
A Survey on Model-based Reinforcement Learning—0
DRDT3: Diffusion-Refined Decision Test-Time Training Model—0
DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization—0
CDSA: Conservative Denoising Score-based Algorithm for Offline Reinforcement Learning—0
Double Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage—0
A Survey of Zero-shot Generalisation in Deep Reinforcement Learning—0
DOMAIN: MilDly COnservative Model-BAsed OfflINe Reinforcement Learning—0
Domain Generalization for Robust Model-Based Offline Reinforcement Learning—0
Causal prompting model-based offline reinforcement learning—0
A Strong Baseline for Batch Imitation Learning—0
Adversarially Trained Weighted Actor-Critic for Safe Offline Reinforcement Learning—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