Topics

• LLM + Graphs

  • https://github.com/XiaoxinHe/Awesome-Graph-LLM

  • Reasoning using LLMs on graphs

    Graph Chain-of-Thought

  • Hybrid architecture of LLM and graphs

  • LLM for graph generation/transformation

• Graph + Health

  • GNN and brain connectivity

  • GNN for functional scan

  • GNN for diagnose ✅

    Spectral Brain Graph Neural Network for Prediction of Anxiety in Children with Autism Spectrum Disorder

• Reason on graph

  • GNN for causality

• GNN + natural science

  • Biology
  • Chemistry
  • Physics

• New NN architectures for graphs

  • KAN (Kolmogorov-Arnold Networks) ✅✅

    Kolmogorov-Arnold Networks

  • Dynamic graph neural networks

    • https://link.springer.com/article/10.1007/s11704-024-3853-2

• Foundational GNN models: https://towardsdatascience.com/foundation-models-in-graph-geometric-deep-learning-f363e2576f58

Resources

• https://github.com/azminewasi/Awesome-Graph-Research-ICLR2024