SOTAVerified

Offline RL

Papers

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Showing 426–450 of 755 papers

TitleStatusHype
Uncertainty-Aware Decision Transformer for Stochastic Driving Environments—0
Uncertainty-aware Distributional Offline Reinforcement Learning—0
Uncertainty Regularized Policy Learning for Offline Reinforcement Learning—0
Uncertainty Weighted Offline Reinforcement Learning—0
Understanding Reinforcement Learning Algorithms: The Progress from Basic Q-learning to Proximal Policy Optimization—0
Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning—0
Unified Emulation-Simulation Training Environment for Autonomous Cyber Agents—0
Unsupervised-to-Online Reinforcement Learning—0
Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing—0
User-Interactive Offline Reinforcement Learning—0
Adaptive Q-Aid for Conditional Supervised Learning in Offline Reinforcement Learning—0
Value Penalized Q-Learning for Recommender Systems—0
Variational oracle guiding for reinforcement learning—0
Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach—0
VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning—0
Wall Street Tree Search: Risk-Aware Planning for Offline Reinforcement Learning—0
Warm-Start Actor-Critic: From Approximation Error to Sub-optimality Gap—0
What are the Statistical Limits of Offline RL with Linear Function Approximation?—0
What Matters for Batch Online Reinforcement Learning in Robotics?—0
When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning?—0
Which Features are Best for Successor Features?—0
Why Online Reinforcement Learning is Causal—0
Why so pessimistic? Estimating uncertainties for offline RL through ensembles, and why their independence matters.—0
Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters—0
Yes, Q-learning Helps Offline In-Context RL—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