| OffRIPP: Offline RL-based Informative Path Planning | Sep 25, 2024 | Offline RLreinforcement-learning | —Unverified | 0 |
| Development and Validation of Heparin Dosing Policies Using an Offline Reinforcement Learning Algorithm | Sep 24, 2024 | Offline RLOff-policy evaluation | —Unverified | 0 |
| KAN v.s. MLP for Offline Reinforcement Learning | Sep 15, 2024 | D4RLKolmogorov-Arnold Networks | —Unverified | 0 |
| Q-value Regularized Decision ConvFormer for Offline Reinforcement Learning | Sep 12, 2024 | D4RLOffline RL | —Unverified | 0 |
| Enhancing Cross-domain Pre-Trained Decision Transformers with Adaptive Attention | Sep 11, 2024 | Offline RL | —Unverified | 0 |
| The Role of Deep Learning Regularizations on Actors in Offline RL | Sep 11, 2024 | D4RLOffline RL | CodeCode Available | 0 |
| Tractable Offline Learning of Regular Decision Processes | Sep 4, 2024 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| Enhancing Sample Efficiency and Exploration in Reinforcement Learning through the Integration of Diffusion Models and Proximal Policy Optimization | Sep 2, 2024 | DiversityOffline RL | CodeCode Available | 2 |
| Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning | Aug 28, 2024 | Drone navigationOffline RL | —Unverified | 0 |
| Optimization Solution Functions as Deterministic Policies for Offline Reinforcement Learning | Aug 27, 2024 | Offline RLreinforcement-learning | —Unverified | 0 |
| Unsupervised-to-Online Reinforcement Learning | Aug 27, 2024 | Offline RLreinforcement-learning | —Unverified | 0 |
| SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning | Aug 23, 2024 | D4RLOffline RL | —Unverified | 0 |
| Leveraging Unlabeled Data Sharing through Kernel Function Approximation in Offline Reinforcement Learning | Aug 22, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 0 |
| Domain Adaptation for Offline Reinforcement Learning with Limited Samples | Aug 22, 2024 | Domain AdaptationOffline RL | —Unverified | 0 |
| Preference-Guided Reflective Sampling for Aligning Language Models | Aug 22, 2024 | Document SummarizationInstruction Following | CodeCode Available | 0 |
| Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks | Aug 20, 2024 | Multi-agent Reinforcement LearningMulti-Task Learning | CodeCode Available | 2 |
| Offline Model-Based Reinforcement Learning with Anti-Exploration | Aug 20, 2024 | D4RLmodel | —Unverified | 0 |
| Integrating Multi-Modal Input Token Mixer Into Mamba-Based Decision Models: Decision MetaMamba | Aug 20, 2024 | MambaOffline RL | —Unverified | 0 |
| Enhancing Reinforcement Learning Through Guided Search | Aug 19, 2024 | Offline RLreinforcement-learning | —Unverified | 0 |
| Model-based RL as a Minimalist Approach to Horizon-Free and Second-Order Bounds | Aug 16, 2024 | Model-based Reinforcement LearningOffline RL | —Unverified | 0 |
| D5RL: Diverse Datasets for Data-Driven Deep Reinforcement Learning | Aug 15, 2024 | Deep Reinforcement LearningOffline RL | —Unverified | 0 |
| Experimental evaluation of offline reinforcement learning for HVAC control in buildings | Aug 15, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 0 |
| Hybrid Reinforcement Learning Breaks Sample Size Barriers in Linear MDPs | Aug 8, 2024 | Offline RLreinforcement-learning | —Unverified | 0 |
| Consistent time travel for realistic interactions with historical data: reinforcement learning for market making | Aug 5, 2024 | Offline RL | —Unverified | 0 |
| Diffusion-DICE: In-Sample Diffusion Guidance for Offline Reinforcement Learning | Jul 29, 2024 | Offline RLreinforcement-learning | —Unverified | 0 |