Paper

Graph Retrieval Augmented Generation

[ArXiv 2024] Graph Retrieval-Augmented Generation: A Survey [Paper]
[ArXiv 2024] From Local to Global: A Graph RAG Approach to Query-Focused Summarization [Paper]

Social Network Analysis

[ArXiv 2024] Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View [Paper]
[ArXiv 2024] Scaling Large-Language-Model-based Multi-Agent Collaboration [Paper]
[ArXiv 2024] Network Formation and Dynamics Among Multi-LLMs [Paper]
[ArXiv 2024] Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives [Paper]
[ArXiv 2024] LLMs generate structurally realistic social networks but overestimate political homophily [Paper]

GraphAI for Science

[NeurIPS 2024] Learning to Group Auxiliary Datasets for Molecule [Paper]
[ICLR 2023] DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking [Paper]
[ICML 2022] Equivariant Diffusion for Molecule Generation in 3D [Paper]
[ICLR 2023] DiGress: Discrete Denoising diffusion for graph generation [Paper]

GraphAI for Cybersecurity and System

[JSAC 2020] RouteNet: Leveraging Graph Neural Networks for Network Modeling and Optimization in SDN [Paper]
[ASCE 2022] Graph Neural Networks for State Estimation in Water Distribution Systems: Application of Supervised and Semisupervised Learning [Paper]
[ASCE 2022] Optimal Power Flow using Graph Neural Networks [Paper]
[ArXiv 2024] PowerGraph: A power grid benchmark dataset for graph neural networks [Paper]
[IEEE SmartGridComm] On Graph Theory vs. Time-Domain Discrete-Event Simulation for Topology-Informed Assessment of Power Grid Cyber Risk [Paper]

Trustworthy Analysis

[ArXiv] Conformalized Answer Set Prediction for Knowledge Graph Embedding [Paper]

Data-quality Analysis

[ArXiv 2024] What is different between these datasets? [Paper]