Blog

Research Summary

17 minute read

What is the role of graphs in the Age of Foundation Models

When do GNNs work and when not in Node Classification

19 minute read

When do GNNs work and when not in Node Classification

Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs

1 minute read

Graph Machine Learning

47 minute read

This blog is wroten with the help of Yuanqi Du and Yanbang Wang. See full contents in AI4science blog 101

Matrix Factorization

11 minute read

Matrix Factorization – a graph perspective

A review on deeper GNN

32 minute read

A review on problematic deeper GNN

A review on graph classification

28 minute read

A review on Graph Classification

Highlight of Linear Algebra

2 minute read

$Ax=b$, $Ax=\lambda x$ $Av=\sigma u$, $\min{ \frac{||Ax||^2}{||x||^2}}$

A review on heterophily graphs

21 minute read

A review on heterophily graph

Source Free Unsupervised Graph Domain Adaptation

27 minute read

Source Free Unsupervised Graph Domain Adaptation

CIKM2021

11 minute read

CIKM2021|Best Short Paper|Neuron Campaign for Intialization Guided by Informaiton Bottleneck Theory