| Multi-Agent Reinforcement Learning for Autonomous Driving: A Survey | Aug 19, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 5 | 5 |
| Reflexion: Language Agents with Verbal Reinforcement Learning | Mar 20, 2023 | Decision MakingHumanEval | CodeCode Available | 4 | 5 |
| Eureka: Human-Level Reward Design via Coding Large Language Models | Oct 19, 2023 | Decision MakingIn-Context Learning | CodeCode Available | 4 | 5 |
| Reinforcement Learning Meets Visual Odometry | Jul 22, 2024 | Decision Makingreinforcement-learning | CodeCode Available | 3 | 5 |
| MineStudio: A Streamlined Package for Minecraft AI Agent Development | Dec 24, 2024 | AI AgentDecision Making | CodeCode Available | 3 | 5 |
| Web-Shepherd: Advancing PRMs for Reinforcing Web Agents | May 21, 2025 | Large Language ModelMultimodal Large Language Model | CodeCode Available | 2 | 5 |
| Jack of All Trades, Master of Some, a Multi-Purpose Transformer Agent | Feb 15, 2024 | AllDecision Making | CodeCode Available | 2 | 5 |
| ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency | Nov 29, 2022 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 2 | 5 |
| Multi-Agent Reinforcement Learning is a Sequence Modeling Problem | May 30, 2022 | Decision MakingMuJoCo | CodeCode Available | 2 | 5 |
| Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions | Feb 21, 2024 | Decision MakingImitation Learning | CodeCode Available | 2 | 5 |
| Trieste: Efficiently Exploring The Depths of Black-box Functions with TensorFlow | Feb 16, 2023 | Active LearningBayesian Optimization | CodeCode Available | 2 | 5 |
| STEVE-1: A Generative Model for Text-to-Behavior in Minecraft | Jun 1, 2023 | Decision MakingImage Generation | CodeCode Available | 2 | 5 |
| AlphaMaze: Enhancing Large Language Models' Spatial Intelligence via GRPO | Feb 20, 2025 | Autonomous NavigationNavigate | CodeCode Available | 2 | 5 |
| MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading | Jun 20, 2024 | Algorithmic TradingDecision Making | CodeCode Available | 2 | 5 |
| Dungeons and Data: A Large-Scale NetHack Dataset | Nov 1, 2022 | Decision MakingNetHack | CodeCode Available | 2 | 5 |
| Pre-Trained Language Models for Interactive Decision-Making | Feb 3, 2022 | Decision MakingImitation Learning | CodeCode Available | 2 | 5 |
| Learning Dynamic Belief Graphs to Generalize on Text-Based Games | Feb 21, 2020 | Decision MakingKnowledge Graphs | CodeCode Available | 1 | 5 |
| Layered and Staged Monte Carlo Tree Search for SMT Strategy Synthesis | Jan 30, 2024 | Decision MakingEfficient Exploration | CodeCode Available | 1 | 5 |
| Learning Multi-Level Hierarchies with Hindsight | Dec 4, 2017 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 1 | 5 |
| Large Language Model as a Policy Teacher for Training Reinforcement Learning Agents | Nov 22, 2023 | Decision MakingLanguage Modeling | CodeCode Available | 1 | 5 |
| CertRL: Formalizing Convergence Proofs for Value and Policy Iteration in Coq | Sep 23, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| IQ-Learn: Inverse soft-Q Learning for Imitation | Jun 23, 2021 | Atari GamesContinuous Control | CodeCode Available | 1 | 5 |
| Large Language Models for Planning: A Comprehensive and Systematic Survey | May 26, 2025 | Logical ReasoningNavigate | CodeCode Available | 1 | 5 |
| Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control Problem | Apr 22, 2021 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization | Oct 3, 2022 | Decision MakingPolicy Gradient Methods | CodeCode Available | 1 | 5 |
| LLF-Bench: Benchmark for Interactive Learning from Language Feedback | Dec 11, 2023 | Information RetrievalOpenAI Gym | CodeCode Available | 1 | 5 |
| Can Increasing Input Dimensionality Improve Deep Reinforcement Learning? | Mar 3, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems | Dec 15, 2022 | Decision MakingSequential Decision Making | CodeCode Available | 1 | 5 |
| Learning Discrete World Models for Heuristic Search | Sep 14, 2024 | Deep Reinforcement LearningHeuristic Search | CodeCode Available | 1 | 5 |
| Can language agents be alternatives to PPO? A Preliminary Empirical Study On OpenAI Gym | Dec 6, 2023 | BenchmarkingDecision Making | CodeCode Available | 1 | 5 |
| Efficient Symptom Inquiring and Diagnosis via Adaptive Alignment of Reinforcement Learning and Classification | Dec 1, 2021 | Decision MakingDiagnostic | CodeCode Available | 1 | 5 |
| Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees | Jun 29, 2020 | Bayesian OptimizationDecision Making | CodeCode Available | 1 | 5 |
| Extracting Reward Functions from Diffusion Models | Jun 1, 2023 | Decision MakingImage Generation | CodeCode Available | 1 | 5 |
| Dynamic Causal Bayesian Optimization | Oct 26, 2021 | Bayesian OptimizationCausal Inference | CodeCode Available | 1 | 5 |
| Deep Reinforcement Learning for Entity Alignment | Mar 7, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Dynamic Multi-Robot Task Allocation under Uncertainty and Temporal Constraints | May 27, 2020 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| Free from Bellman Completeness: Trajectory Stitching via Model-based Return-conditioned Supervised Learning | Oct 30, 2023 | Decision MakingOffline RL | CodeCode Available | 1 | 5 |
| Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models | Jun 9, 2023 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| AdaPlanner: Adaptive Planning from Feedback with Language Models | May 26, 2023 | Decision MakingHallucination | CodeCode Available | 1 | 5 |
| Does the Markov Decision Process Fit the Data: Testing for the Markov Property in Sequential Decision Making | Feb 5, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| An Alternative Softmax Operator for Reinforcement Learning | Dec 16, 2016 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| An empirical evaluation of active inference in multi-armed bandits | Jan 21, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 | 5 |
| Effective Reinforcement Learning through Evolutionary Surrogate-Assisted Prescription | Feb 13, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions | Oct 15, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback | Oct 8, 2024 | MathSequential Decision Making | CodeCode Available | 1 | 5 |
| Enabling Intelligent Interactions between an Agent and an LLM: A Reinforcement Learning Approach | Jun 6, 2023 | Decision MakingSequential Decision Making | CodeCode Available | 1 | 5 |
| Adaptive Stress Testing of Trajectory Predictions in Flight Management Systems | Nov 4, 2020 | Decision MakingManagement | CodeCode Available | 1 | 5 |
| Breadcrumbs to the Goal: Goal-Conditioned Exploration from Human-in-the-Loop Feedback | Jul 20, 2023 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems | Dec 14, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces | Mar 29, 2024 | Decision MakingMamba | CodeCode Available | 1 | 5 |
