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Offline RL

Papers

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Showing 626–650 of 755 papers

TitleStatusHype
Improving Offline Reinforcement Learning with Inaccurate Simulators—0
Improving Offline RL by Blending Heuristics—0
Improving Zero-shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions—0
InferNet for Delayed Reinforcement Tasks: Addressing the Temporal Credit Assignment Problem—0
Iteratively Refined Behavior Regularization for Offline Reinforcement Learning—0
Instabilities of Offline RL with Pre-Trained Neural Representation—0
Instructed Diffuser with Temporal Condition Guidance for Offline Reinforcement Learning—0
Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning—0
Integrating Domain Knowledge for handling Limited Data in Offline RL—0
Integrating Multi-Modal Input Token Mixer Into Mamba-Based Decision Models: Decision MetaMamba—0
Integrating Offline Reinforcement Learning with Transformers for Sequential Recommendation—0
Integrating Reinforcement Learning and Large Language Models for Crop Production Process Management Optimization and Control through A New Knowledge-Based Deep Learning Paradigm—0
IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards—0
Interpretable performance analysis towards offline reinforcement learning: A dataset perspective—0
Inverse Concave-Utility Reinforcement Learning is Inverse Game Theory—0
IQL-TD-MPC: Implicit Q-Learning for Hierarchical Model Predictive Control—0
Is Conditional Generative Modeling all you need for Decision-Making?—0
Is Inverse Reinforcement Learning Harder than Standard Reinforcement Learning? A Theoretical Perspective—0
Is Pessimism Provably Efficient for Offline RL?—0
KAN v.s. MLP for Offline Reinforcement Learning—0
Know Your Boundaries: The Necessity of Explicit Behavioral Cloning in Offline RL—0
Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics—0
Language-Conditioned Offline RL for Multi-Robot Navigation—0
Large Language Model driven Policy Exploration for Recommender Systems—0
Large-Scale Retrieval for 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