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Offline RL

Papers

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Showing 401–425 of 755 papers

TitleStatusHype
Targeted Environment Design from Offline Data—0
The Challenges of Exploration for Offline Reinforcement Learning—0
The Essential Elements of Offline RL via Supervised Learning—0
The Least Restriction for Offline Reinforcement Learning—0
The Pitfalls of Imitation Learning when Actions are Continuous—0
The Provable Benefits of Unsupervised Data Sharing for Offline Reinforcement Learning—0
The reinforcement learning-based multi-agent cooperative approach for the adaptive speed regulation on a metallurgical pickling line—0
The Role of Coverage in Online Reinforcement Learning—0
The Role of Inherent Bellman Error in Offline Reinforcement Learning with Linear Function Approximation—0
The Value of Reward Lookahead in Reinforcement Learning—0
The Virtues of Pessimism in Inverse Reinforcement Learning—0
To Switch or Not to Switch? Balanced Policy Switching in Offline Reinforcement Learning—0
Toward Explainable Offline RL: Analyzing Representations in Intrinsically Motivated Decision Transformers—0
Towards Flexible Inference in Sequential Decision Problems via Bidirectional Transformers—0
Towards Generalizable Reinforcement Learning for Trade Execution—0
Towards Instance-Optimal Offline Reinforcement Learning with Pessimism—0
Towards Optimal Differentially Private Regret Bounds in Linear MDPs—0
Towards Optimizing Human-Centric Objectives in AI-Assisted Decision-Making With Offline Reinforcement Learning—0
Towards Robust Policy: Enhancing Offline Reinforcement Learning with Adversarial Attacks and Defenses—0
Tractable Offline Learning of Regular Decision Processes—0
Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear q^π-Realizability and Concentrability—0
Trajectory-wise Iterative Reinforcement Learning Framework for Auto-bidding—0
Transferred Q-learning—0
UDQL: Bridging The Gap between MSE Loss and The Optimal Value Function in Offline Reinforcement Learning—0
UMBRELLA: Uncertainty-Aware Model-Based Offline Reinforcement Learning Leveraging Planning—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