| Multi-Agent Reinforcement Learning for Autonomous Driving: A Survey | Aug 19, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 5 |
| Eureka: Human-Level Reward Design via Coding Large Language Models | Oct 19, 2023 | Decision MakingIn-Context Learning | CodeCode Available | 4 |
| Reflexion: Language Agents with Verbal Reinforcement Learning | Mar 20, 2023 | Decision MakingHumanEval | CodeCode Available | 4 |
| Reinforcement Learning Meets Visual Odometry | Jul 22, 2024 | Decision Makingreinforcement-learning | CodeCode Available | 3 |
| MineStudio: A Streamlined Package for Minecraft AI Agent Development | Dec 24, 2024 | AI AgentDecision Making | CodeCode Available | 3 |
| AlphaMaze: Enhancing Large Language Models' Spatial Intelligence via GRPO | Feb 20, 2025 | Autonomous NavigationNavigate | CodeCode Available | 2 |
| Multi-Agent Reinforcement Learning is a Sequence Modeling Problem | May 30, 2022 | Decision MakingMuJoCo | CodeCode Available | 2 |
| ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency | Nov 29, 2022 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| STEVE-1: A Generative Model for Text-to-Behavior in Minecraft | Jun 1, 2023 | Decision MakingImage Generation | CodeCode Available | 2 |
| Pre-Trained Language Models for Interactive Decision-Making | Feb 3, 2022 | Decision MakingImitation Learning | CodeCode Available | 2 |
| Trieste: Efficiently Exploring The Depths of Black-box Functions with TensorFlow | Feb 16, 2023 | Active LearningBayesian Optimization | CodeCode Available | 2 |
| MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading | Jun 20, 2024 | Algorithmic TradingDecision Making | CodeCode Available | 2 |
| Dungeons and Data: A Large-Scale NetHack Dataset | Nov 1, 2022 | Decision MakingNetHack | CodeCode Available | 2 |
| Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions | Feb 21, 2024 | Decision MakingImitation Learning | CodeCode Available | 2 |
| Jack of All Trades, Master of Some, a Multi-Purpose Transformer Agent | Feb 15, 2024 | AllDecision Making | CodeCode Available | 2 |
| Web-Shepherd: Advancing PRMs for Reinforcing Web Agents | May 21, 2025 | Large Language ModelMultimodal Large Language Model | CodeCode Available | 2 |
| Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models | Jun 9, 2023 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning based Recommendation with Explicit User-Item Interactions Modeling | Oct 29, 2018 | Collaborative FilteringDecision Making | CodeCode Available | 1 |
| DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback | Oct 8, 2024 | MathSequential Decision Making | CodeCode Available | 1 |
| Curriculum-based Reinforcement Learning for Distribution System Critical Load Restoration | Mar 8, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces | Mar 29, 2024 | Decision MakingMamba | CodeCode Available | 1 |
| Comparing Deep Reinforcement Learning Algorithms in Two-Echelon Supply Chains | Apr 20, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| ContainerGym: A Real-World Reinforcement Learning Benchmark for Resource Allocation | Jul 6, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Counterfactual Explanations in Sequential Decision Making Under Uncertainty | Jul 6, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Can language agents be alternatives to PPO? A Preliminary Empirical Study On OpenAI Gym | Dec 6, 2023 | BenchmarkingDecision Making | CodeCode Available | 1 |
