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Offline RL

Papers

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Showing 1–50 of 755 papers

TitleStatusHype
Differentiable Tree Search NetworkCode5
Flow Q-LearningCode3
A Clean Slate for Offline Reinforcement LearningCode3
Is Value Learning Really the Main Bottleneck in Offline RL?Code3
DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement LearningCode3
Dungeons and Data: A Large-Scale NetHack DatasetCode2
CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement LearningCode2
Diffusion Guidance Is a Controllable Policy Improvement OperatorCode2
Unsupervised Zero-Shot Reinforcement Learning via Functional Reward EncodingsCode2
Pretrained LLM Adapted with LoRA as a Decision Transformer for Offline RL in Quantitative TradingCode2
Rethinking Attention with PerformersCode2
Offline Reinforcement Learning for LLM Multi-Step ReasoningCode2
Any-step Dynamics Model Improves Future Predictions for Online and Offline Reinforcement LearningCode2
Efficient Online Reinforcement Learning Fine-Tuning Need Not Retain Offline DataCode2
VRL3: A Data-Driven Framework for Visual Deep Reinforcement LearningCode2
FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex ManipulationCode2
Enhancing Sample Efficiency and Exploration in Reinforcement Learning through the Integration of Diffusion Models and Proximal Policy OptimizationCode2
Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning BenchmarksCode2
LongReward: Improving Long-context Large Language Models with AI FeedbackCode2
Offline RL for Natural Language Generation with Implicit Language Q LearningCode2
Revisiting Generative Policies: A Simpler Reinforcement Learning Algorithmic PerspectiveCode2
Towards Human-Level Bimanual Dexterous Manipulation with Reinforcement LearningCode2
A Simulation Benchmark for Autonomous Racing with Large-Scale Human DataCode2
Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion ModelCode2
Reformer: The Efficient TransformerCode2
Challenges and Opportunities in Offline Reinforcement Learning from Visual ObservationsCode2
D4RL: Datasets for Deep Data-Driven Reinforcement LearningCode2
Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future DirectionsCode2
Diffusion-based Reinforcement Learning via Q-weighted Variational Policy OptimizationCode2
Flowformer: Linearizing Transformers with Conservation FlowsCode2
Diffusion Policies as an Expressive Policy Class for Offline Reinforcement LearningCode2
AlphaStar Unplugged: Large-Scale Offline Reinforcement LearningCode2
What Makes a Good Diffusion Planner for Decision Making?Code2
All You Need Is Supervised Learning: From Imitation Learning to Meta-RL With Upside Down RLCode1
Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive RecommendationCode1
Decision Transformer: Reinforcement Learning via Sequence ModelingCode1
DataLight: Offline Data-Driven Traffic Signal ControlCode1
AdaCat: Adaptive Categorical Discretization for Autoregressive ModelsCode1
Agent-Controller Representations: Principled Offline RL with Rich Exogenous InformationCode1
Critic Regularized RegressionCode1
CROP: Conservative Reward for Model-based Offline Policy OptimizationCode1
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement LearningCode1
COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction EstimationCode1
Critic-Guided Decision Transformer for Offline Reinforcement LearningCode1
Curriculum Offline Imitation LearningCode1
Deployment-Efficient Reinforcement Learning via Model-Based Offline OptimizationCode1
Adversarially Trained Actor Critic for Offline Reinforcement LearningCode1
A Workflow for Offline Model-Free Robotic Reinforcement LearningCode1
cosFormer: Rethinking Softmax in AttentionCode1
Conservative Q-Learning for Offline Reinforcement LearningCode1
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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