| PokeLLMon: A Human-Parity Agent for Pokemon Battles with Large Language Models | Feb 2, 2024 | Action GenerationDecision Making | CodeCode Available | 3 | 5 |
| Planning with Diffusion for Flexible Behavior Synthesis | May 20, 2022 | Decision MakingDenoising | CodeCode Available | 3 | 5 |
| Parallelized Planning-Acting for Efficient LLM-based Multi-Agent Systems | Mar 5, 2025 | Decision MakingLanguage Modeling | CodeCode Available | 3 | 5 |
| Playing Non-Embedded Card-Based Games with Reinforcement Learning | Apr 7, 2025 | Board GamesDecision Making | CodeCode Available | 3 | 5 |
| Rethinking Early Stopping: Refine, Then Calibrate | Jan 31, 2025 | Decision Making | CodeCode Available | 3 | 5 |
| MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making | Apr 22, 2024 | Decision MakingMedical Diagnosis | CodeCode Available | 3 | 5 |
| MineStudio: A Streamlined Package for Minecraft AI Agent Development | Dec 24, 2024 | AI AgentDecision Making | CodeCode Available | 3 | 5 |
| Beyond Quacking: Deep Integration of Language Models and RAG into DuckDB | Apr 1, 2025 | Decision MakingRAG | CodeCode Available | 3 | 5 |
| ACEGEN: Reinforcement learning of generative chemical agents for drug discovery | May 7, 2024 | BenchmarkingDecision Making | CodeCode Available | 3 | 5 |
| LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning | Jun 5, 2023 | Benchmarking | CodeCode Available | 3 | 5 |
| Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models | Nov 29, 2024 | Decision MakingRAG | CodeCode Available | 3 | 5 |
| Automatic Gradient Estimation for Calibrating Crowd Models with Discrete Decision Making | Apr 6, 2024 | Decision Making | CodeCode Available | 3 | 5 |
| Behavior Generation with Latent Actions | Mar 5, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 3 | 5 |
| Attention is not not Explanation | Aug 13, 2019 | Decision MakingDiagnostic | CodeCode Available | 3 | 5 |
| A Survey on the Optimization of Large Language Model-based Agents | Mar 16, 2025 | Decision MakingLanguage Modeling | CodeCode Available | 3 | 5 |
| AuctionNet: A Novel Benchmark for Decision-Making in Large-Scale Games | Dec 14, 2024 | Decision Making | CodeCode Available | 3 | 5 |
| A Demonstration of Adaptive Collaboration of Large Language Models for Medical Decision-Making | Oct 31, 2024 | Decision MakingDiagnostic | CodeCode Available | 3 | 5 |
| Automated Hypothesis Validation with Agentic Sequential Falsifications | Feb 14, 2025 | Decision MakingHallucination | CodeCode Available | 3 | 5 |
| Game-theoretic LLM: Agent Workflow for Negotiation Games | Nov 8, 2024 | Decision Making | CodeCode Available | 3 | 5 |
| Hierarchical Prompting Assists Large Language Model on Web Navigation | May 23, 2023 | Decision MakingLanguage Modeling | CodeCode Available | 3 | 5 |
| FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making | Jul 9, 2024 | Decision Making | CodeCode Available | 2 | 5 |
| A Survey of Financial AI: Architectures, Advances and Open Challenges | Nov 1, 2024 | Decision MakingPortfolio Optimization | CodeCode Available | 2 | 5 |
| FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character Design | Nov 23, 2023 | Decision MakingLanguage Modelling | CodeCode Available | 2 | 5 |
| Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model | Jun 14, 2022 | Decision MakingNews Classification | CodeCode Available | 2 | 5 |
| Fairness Evaluation for Uplift Modeling in the Absence of Ground Truth | Feb 12, 2024 | counterfactualDecision Making | CodeCode Available | 2 | 5 |
| Global birdsong embeddings enable superior transfer learning for bioacoustic classification | Jul 12, 2023 | Audio ClassificationDecision Making | CodeCode Available | 2 | 5 |
| Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning | Mar 18, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 | 5 |
| ExpeL: LLM Agents Are Experiential Learners | Aug 20, 2023 | Decision MakingTransfer Learning | CodeCode Available | 2 | 5 |
| AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making | Nov 6, 2024 | Decision MakingDiversity | CodeCode Available | 2 | 5 |
| A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model | May 3, 2024 | Decision MakingFew-Shot Learning | CodeCode Available | 2 | 5 |
| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning | May 31, 2023 | Decision MakingGeneral Knowledge | CodeCode Available | 2 | 5 |
| A Review of Safe Reinforcement Learning: Methods, Theory and Applications | May 20, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 2 | 5 |
| Enhancing Autonomous Driving Systems with On-Board Deployed Large Language Models | Apr 15, 2025 | Autonomous DrivingComputational Efficiency | CodeCode Available | 2 | 5 |
| Distributional Soft Actor-Critic with Three Refinements | Oct 9, 2023 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 2 | 5 |
| Dungeons and Data: A Large-Scale NetHack Dataset | Nov 1, 2022 | Decision MakingNetHack | CodeCode Available | 2 | 5 |
| DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation | Nov 18, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 | 5 |
| ADAPT: Action-aware Driving Caption Transformer | Feb 1, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 2 | 5 |
| AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents | Jul 5, 2024 | Decision MakingMulti-hop Question Answering | CodeCode Available | 2 | 5 |
| Do As I Can, Not As I Say: Grounding Language in Robotic Affordances | Apr 4, 2022 | Decision MakingLanguage Modeling | CodeCode Available | 2 | 5 |
| Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving | Oct 3, 2023 | Action GenerationAutonomous Driving | CodeCode Available | 2 | 5 |
| Embodied LLM Agents Learn to Cooperate in Organized Teams | Mar 19, 2024 | Decision MakingHuman Agent Collaboration | CodeCode Available | 2 | 5 |
| ActiveSplat: High-Fidelity Scene Reconstruction through Active Gaussian Splatting | Oct 29, 2024 | Active 3D ReconstructionDecision Making | CodeCode Available | 2 | 5 |
| Digital Player: Evaluating Large Language Models based Human-like Agent in Games | Feb 28, 2025 | Decision Making | CodeCode Available | 2 | 5 |
| Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching | Dec 16, 2020 | Combinatorial OptimizationDecision Making | CodeCode Available | 2 | 5 |
| Diffusion Actor-Critic with Entropy Regulator | May 24, 2024 | Decision MakingMuJoCo | CodeCode Available | 2 | 5 |
| DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models | Sep 28, 2023 | 10-shot image generation1 Image, 2*2 Stitchi | CodeCode Available | 2 | 5 |
| DecisionNCE: Embodied Multimodal Representations via Implicit Preference Learning | Feb 28, 2024 | Contrastive LearningDecision Making | CodeCode Available | 2 | 5 |
| Doe-1: Closed-Loop Autonomous Driving with Large World Model | Dec 12, 2024 | Autonomous DrivingDecision Making | 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 |
| Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training | Sep 29, 2023 | Decision MakingLanguage Modeling | CodeCode Available | 2 | 5 |