| Learning from Suboptimal Data in Continuous Control via Auto-Regressive Soft Q-Network | Feb 1, 2025 | continuous-controlContinuous Control | —Unverified | 0 |
| Projection Implicit Q-Learning with Support Constraint for Offline Reinforcement Learning | Jan 15, 2025 | D4RLQ-Learning | —Unverified | 0 |
| DRDT3: Diffusion-Refined Decision Test-Time Training Model | Jan 12, 2025 | D4RLOffline RL | —Unverified | 0 |
| SALE-Based Offline Reinforcement Learning with Ensemble Q-Networks | Jan 7, 2025 | D4RLDiversity | —Unverified | 0 |
| SR-Reward: Taking The Path More Traveled | Jan 4, 2025 | D4RLImitation Learning | —Unverified | 0 |
| Goal-Conditioned Data Augmentation for Offline Reinforcement Learning | Dec 29, 2024 | D4RLData Augmentation | —Unverified | 0 |
| ACL-QL: Adaptive Conservative Level in Q-Learning for Offline Reinforcement Learning | Dec 22, 2024 | D4RLQ-Learning | —Unverified | 0 |
| Are Expressive Models Truly Necessary for Offline RL? | Dec 15, 2024 | D4RLOffline RL | CodeCode Available | 1 |
| M^3PC: Test-time Model Predictive Control for Pretrained Masked Trajectory Model | Dec 7, 2024 | D4RLmodel | CodeCode Available | 1 |
| Finer Behavioral Foundation Models via Auto-Regressive Features and Advantage Weighting | Dec 5, 2024 | D4RLOffline RL | —Unverified | 0 |
| Learning on One Mode: Addressing Multi-Modality in Offline Reinforcement Learning | Dec 4, 2024 | D4RLImitation Learning | CodeCode Available | 0 |
| Enhancing Decision Transformer with Diffusion-Based Trajectory Branch Generation | Nov 18, 2024 | D4RLReinforcement Learning (RL) | —Unverified | 0 |
| Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning | Nov 7, 2024 | D4RLreinforcement-learning | CodeCode Available | 0 |
| Hypercube Policy Regularization Framework for Offline Reinforcement Learning | Nov 7, 2024 | D4RLGeneral Reinforcement Learning | CodeCode Available | 0 |
| NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation | Oct 30, 2024 | D4RLManagement | CodeCode Available | 0 |
| Offline Behavior Distillation | Oct 30, 2024 | D4RLReinforcement Learning (RL) | CodeCode Available | 0 |
| Return Augmented Decision Transformer for Off-Dynamics Reinforcement Learning | Oct 30, 2024 | D4RLreinforcement-learning | —Unverified | 0 |
| Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model | Oct 27, 2024 | D4RLQ-Learning | CodeCode Available | 0 |
| SAMG: State-Action-Aware Offline-to-Online Reinforcement Learning with Offline Model Guidance | Oct 24, 2024 | D4RLreinforcement-learning | —Unverified | 0 |
| RGMDT: Return-Gap-Minimizing Decision Tree Extraction in Non-Euclidean Metric Space | Oct 21, 2024 | ClusteringD4RL | —Unverified | 0 |
| Rethinking Optimal Transport in Offline Reinforcement Learning | Oct 17, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| Bayes Adaptive Monte Carlo Tree Search for Offline Model-based Reinforcement Learning | Oct 15, 2024 | D4RLModel-based Reinforcement Learning | CodeCode Available | 0 |
| Diffusion Model Predictive Control | Oct 7, 2024 | D4RLmodel | —Unverified | 0 |
| KAN v.s. MLP for Offline Reinforcement Learning | Sep 15, 2024 | D4RLKolmogorov-Arnold Networks | —Unverified | 0 |
| Planning Transformer: Long-Horizon Offline Reinforcement Learning with Planning Tokens | Sep 14, 2024 | D4RLreinforcement-learning | —Unverified | 0 |
