| DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation | Nov 18, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Graph Neural Network Surrogates to leverage Mechanistic Expert Knowledge towards Reliable and Immediate Pandemic Response | Nov 10, 2024 | Decision MakingGraph Neural Network | CodeCode Available | 2 |
| Concept Bottleneck Language Models For protein design | Nov 9, 2024 | Decision MakingDrug Discovery | CodeCode Available | 2 |
| LLM-PySC2: Starcraft II learning environment for Large Language Models | Nov 8, 2024 | Decision MakingLanguage Modelling | CodeCode Available | 2 |
| AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making | Nov 6, 2024 | Decision MakingDiversity | CodeCode Available | 2 |
| A Survey of Financial AI: Architectures, Advances and Open Challenges | Nov 1, 2024 | Decision MakingPortfolio Optimization | CodeCode Available | 2 |
| ActiveSplat: High-Fidelity Scene Reconstruction through Active Gaussian Splatting | Oct 29, 2024 | Active 3D ReconstructionDecision Making | CodeCode Available | 2 |
| Context is Key: A Benchmark for Forecasting with Essential Textual Information | Oct 24, 2024 | Decision MakingTime Series | CodeCode Available | 2 |
| Literature Meets Data: A Synergistic Approach to Hypothesis Generation | Oct 22, 2024 | Deception DetectionDecision Making | CodeCode Available | 2 |
| Improving Causal Reasoning in Large Language Models: A Survey | Oct 22, 2024 | Decision MakingSurvey | CodeCode Available | 2 |
| A New Approach to Solving SMAC Task: Generating Decision Tree Code from Large Language Models | Oct 21, 2024 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data | Oct 16, 2024 | Decision MakingEarth Observation | CodeCode Available | 2 |
| Process Reward Model with Q-Value Rankings | Oct 15, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 2 |
| ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities | Sep 30, 2024 | Decision Making | CodeCode Available | 2 |
| Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework | Sep 19, 2024 | Autonomous VehiclesDecision Making | CodeCode Available | 2 |
| Strategist: Learning Strategic Skills by LLMs via Bi-Level Tree Search | Aug 20, 2024 | Decision MakingDialogue Generation | CodeCode Available | 2 |
| MOMAland: A Set of Benchmarks for Multi-Objective Multi-Agent Reinforcement Learning | Jul 23, 2024 | BenchmarkingDecision Making | CodeCode Available | 2 |
| CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis | Jul 18, 2024 | Decision MakingDiagnostic | CodeCode Available | 2 |
| UrbanWorld: An Urban World Model for 3D City Generation | Jul 16, 2024 | Decision MakingLanguage Modelling | CodeCode Available | 2 |
| FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making | Jul 9, 2024 | Decision Making | CodeCode Available | 2 |
| AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents | Jul 5, 2024 | Decision MakingMulti-hop Question Answering | CodeCode Available | 2 |
| ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild | Jul 4, 2024 | Chart UnderstandingDecision Making | CodeCode Available | 2 |
| MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading | Jun 20, 2024 | Algorithmic TradingDecision Making | CodeCode Available | 2 |
| PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers | Jun 18, 2024 | Decision MakingRAG | CodeCode Available | 2 |
| CleanDiffuser: An Easy-to-use Modularized Library for Diffusion Models in Decision Making | Jun 13, 2024 | Decision Making | CodeCode Available | 2 |
| LVBench: An Extreme Long Video Understanding Benchmark | Jun 12, 2024 | Decision MakingVideo Understanding | CodeCode Available | 2 |
| Predictive Dynamic Fusion | Jun 7, 2024 | Decision Making | CodeCode Available | 2 |
| XRec: Large Language Models for Explainable Recommendation | Jun 4, 2024 | Collaborative FilteringDecision Making | CodeCode Available | 2 |
| OccSora: 4D Occupancy Generation Models as World Simulators for Autonomous Driving | May 30, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Can Graph Learning Improve Planning in LLM-based Agents? | May 29, 2024 | Decision MakingGraph Learning | CodeCode Available | 2 |
| Safe Multi-Agent Reinforcement Learning with Bilevel Optimization in Autonomous Driving | May 28, 2024 | Autonomous DrivingBilevel Optimization | CodeCode Available | 2 |
| Position: Foundation Agents as the Paradigm Shift for Decision Making | May 27, 2024 | Decision MakingPosition | CodeCode Available | 2 |
| Diffusion Actor-Critic with Entropy Regulator | May 24, 2024 | Decision MakingMuJoCo | CodeCode Available | 2 |
| iVideoGPT: Interactive VideoGPTs are Scalable World Models | May 24, 2024 | Decision MakingModel-based Reinforcement Learning | CodeCode Available | 2 |
| Continuously Learning, Adapting, and Improving: A Dual-Process Approach to Autonomous Driving | May 24, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| LoRA-Ensemble: Efficient Uncertainty Modelling for Self-attention Networks | May 23, 2024 | Decision Making | CodeCode Available | 2 |
| MediCLIP: Adapting CLIP for Few-shot Medical Image Anomaly Detection | May 18, 2024 | Anomaly DetectionDecision Making | CodeCode Available | 2 |
| OverlapMamba: Novel Shift State Space Model for LiDAR-based Place Recognition | May 13, 2024 | Decision MakingLoop Closure Detection | CodeCode Available | 2 |
| 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 |
| PLAYER*: Enhancing LLM-based Multi-Agent Communication and Interaction in Murder Mystery Games | Apr 26, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 2 |
| Cooperate or Collapse: Emergence of Sustainable Cooperation in a Society of LLM Agents | Apr 25, 2024 | Decision MakingSpecificity | CodeCode Available | 2 |
| Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding | Mar 27, 2024 | AttributeDecision Making | CodeCode Available | 2 |
| Embodied LLM Agents Learn to Cooperate in Organized Teams | Mar 19, 2024 | Decision MakingHuman Agent Collaboration | CodeCode Available | 2 |
| BEVCar: Camera-Radar Fusion for BEV Map and Object Segmentation | Mar 18, 2024 | Decision MakingScene Segmentation | CodeCode Available | 2 |
| How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments | Mar 18, 2024 | Decision Making | CodeCode Available | 2 |
| Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning | Mar 18, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban Environments | Mar 13, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 2 |
| A Cognitive-Based Trajectory Prediction Approach for Autonomous Driving | Feb 29, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| DecisionNCE: Embodied Multimodal Representations via Implicit Preference Learning | Feb 28, 2024 | Contrastive LearningDecision Making | CodeCode Available | 2 |
| MACRec: a Multi-Agent Collaboration Framework for Recommendation | Feb 23, 2024 | Conversational RecommendationDecision Making | CodeCode Available | 2 |