| ConRFT: A Reinforced Fine-tuning Method for VLA Models via Consistency Policy | Feb 8, 2025 | Q-LearningSafe Exploration | CodeCode Available | 3 |
| Simplifying Deep Temporal Difference Learning | Jul 5, 2024 | Q-LearningReinforcement Learning (RL) | CodeCode Available | 3 |
| Flow Q-Learning | Feb 4, 2025 | Action GenerationD4RL | CodeCode Available | 3 |
| Streaming Deep Reinforcement Learning Finally Works | Oct 18, 2024 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 3 |
| rlpyt: A Research Code Base for Deep Reinforcement Learning in PyTorch | Sep 3, 2019 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 2 |
| Digi-Q: Learning Q-Value Functions for Training Device-Control Agents | Feb 13, 2025 | Q-LearningReinforcement Learning (RL) | CodeCode Available | 2 |
| Safe Multi-Agent Reinforcement Learning with Bilevel Optimization in Autonomous Driving | May 28, 2024 | Autonomous DrivingBilevel Optimization | CodeCode Available | 2 |
| Offline RL for Natural Language Generation with Implicit Language Q Learning | Jun 5, 2022 | Language ModellingOffline RL | CodeCode Available | 2 |
| Rethinking Data Augmentation for Robust LiDAR Semantic Segmentation in Adverse Weather | Jul 2, 2024 | Data AugmentationLIDAR Semantic Segmentation | CodeCode Available | 2 |
| ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency | Nov 29, 2022 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning | Aug 12, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning | Mar 2, 2024 | DecoderMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Pretrained LLM Adapted with LoRA as a Decision Transformer for Offline RL in Quantitative Trading | Nov 26, 2024 | Offline RLparameter-efficient fine-tuning | CodeCode Available | 2 |
| Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding | Mar 12, 2024 | Multi-Agent Path FindingMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem | Dec 8, 2020 | Combinatorial OptimizationQ-Learning | CodeCode Available | 1 |
| Coarse-to-Fine Q-attention: Efficient Learning for Visual Robotic Manipulation via Discretisation | Jun 23, 2021 | Continuous ControlQ-Learning | CodeCode Available | 1 |
| Can Q-Learning with Graph Networks Learn a Generalizable Branching Heuristic for a SAT Solver? | Dec 1, 2020 | Feature EngineeringQ-Learning | CodeCode Available | 1 |
| Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning | Mar 9, 2023 | Offline RLQ-Learning | CodeCode Available | 1 |
| CCLF: A Contrastive-Curiosity-Driven Learning Framework for Sample-Efficient Reinforcement Learning | May 2, 2022 | Data AugmentationQ-Learning | CodeCode Available | 1 |
| Conservative Q-Learning for Offline Reinforcement Learning | Jun 8, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning | Jun 7, 2021 | Multi-agent Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Reinforcement Learning in High-frequency Market Making | Jul 14, 2024 | Q-Learningreinforcement-learning | CodeCode Available | 1 |
| Boosting Soft Actor-Critic: Emphasizing Recent Experience without Forgetting the Past | Jun 10, 2019 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Benchmarking Batch Deep Reinforcement Learning Algorithms | Oct 3, 2019 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Automated Cloud Provisioning on AWS using Deep Reinforcement Learning | Sep 13, 2017 | Cloud ComputingDeep Reinforcement Learning | CodeCode Available | 1 |
