SOTAVerified

Offline RL

Papers

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Showing 451–500 of 755 papers

TitleStatusHype
Leveraging Optimal Transport for Enhanced Offline Reinforcement Learning in Surgical Robotic Environments—0
Bi-Level Offline Policy Optimization with Limited Exploration—0
Planning to Go Out-of-Distribution in Offline-to-Online Reinforcement Learning—0
DiffCPS: Diffusion Model based Constrained Policy Search for Offline Reinforcement LearningCode0
Improving Offline-to-Online Reinforcement Learning with Q Conditioned State Entropy Exploration—0
Self-Confirming Transformer for Belief-Conditioned Adaptation in Offline Multi-Agent Reinforcement Learning—0
Learning to Reach Goals via DiffusionCode0
Pessimistic Nonlinear Least-Squares Value Iteration for Offline Reinforcement Learning—0
Towards Robust Offline-to-Online Reinforcement Learning via Uncertainty and SmoothnessCode0
Uncertainty-Aware Decision Transformer for Stochastic Driving Environments—0
Boosting Offline Reinforcement Learning for Autonomous Driving with Hierarchical Latent Skills—0
Robotic Offline RL from Internet Videos via Value-Function Pre-Training—0
H2O+: An Improved Framework for Hybrid Offline-and-Online RL with Dynamics Gaps—0
Q-Transformer: Scalable Offline Reinforcement Learning via Autoregressive Q-Functions—0
DOMAIN: MilDly COnservative Model-BAsed OfflINe Reinforcement Learning—0
Equivariant Data Augmentation for Generalization in Offline Reinforcement Learning—0
Model-based Offline Policy Optimization with Adversarial NetworkCode0
Hundreds Guide Millions: Adaptive Offline Reinforcement Learning with Expert Guidance—0
Multi-Objective Decision Transformers for Offline Reinforcement Learning—0
Reinforced Self-Training (ReST) for Language Modeling—0
Real Robot Challenge 2022: Learning Dexterous Manipulation from Offline Data in the Real World—0
Exploiting Generalization in Offline Reinforcement Learning via Unseen State Augmentations—0
Integrating Offline Reinforcement Learning with Transformers for Sequential Recommendation—0
Contrastive Example-Based ControlCode0
A Connection between One-Step Regularization and Critic Regularization in Reinforcement LearningCode0
On the Effectiveness of Offline RL for Dialogue Response GenerationCode0
Model-based Offline Reinforcement Learning with Count-based ConservatismCode0
PASTA: Pretrained Action-State Transformer Agents—0
Budgeting Counterfactual for Offline RL—0
Diffusion Policies for Out-of-Distribution Generalization in Offline Reinforcement Learning—0
Goal-Conditioned Predictive Coding for Offline Reinforcement Learning—0
Offline Reinforcement Learning with Imbalanced Datasets—0
LLQL: Logistic Likelihood Q-Learning for Reinforcement Learning—0
Prioritized Trajectory Replay: A Replay Memory for Data-driven Reinforcement Learning—0
Design from Policies: Conservative Test-Time Adaptation for Offline Policy Optimization—0
ChiPFormer: Transferable Chip Placement via Offline Decision Transformer—0
Fighting Uncertainty with Gradients: Offline Reinforcement Learning via Diffusion Score Matching—0
Offline Policy Evaluation for Reinforcement Learning with Adaptively Collected Data—0
CLUE: Calibrated Latent Guidance for Offline Reinforcement Learning—0
Warm-Start Actor-Critic: From Approximation Error to Sub-optimality Gap—0
Automatic Trade-off Adaptation in Offline RL—0
Semi-Offline Reinforcement Learning for Optimized Text GenerationCode0
2vec: Policy Representations with Successor Features—0
Offline Multi-Agent Reinforcement Learning with Coupled Value Factorization—0
Provably Efficient Offline Reinforcement Learning with Perturbed Data Sources—0
Off-policy Evaluation in Doubly Inhomogeneous EnvironmentsCode0
A Simple Unified Uncertainty-Guided Framework for Offline-to-Online Reinforcement Learning—0
Unified Off-Policy Learning to Rank: a Reinforcement Learning PerspectiveCode0
Pruning the Way to Reliable Policies: A Multi-Objective Deep Q-Learning Approach to Critical Care—0
ENOTO: Improving Offline-to-Online Reinforcement Learning with Q-Ensembles—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