Kunhao Li (Kunhom)

About Me

I am currently a doctor student specializing in artificial intelligence at South China University of Technology (2024~present), under the supervision of Lei Yang. My research interests encompass large language model, data mining, and deep learning.

I graduated from Anhui Normal University in 2021, earning a B.Eng degree in Internet of Things. That same year, I was accepted into the School of Internet at Anhui University, where I ranked first in my major with a total score of 381 (achieving 143 in professional courses). In 2024, I was admitted to South China University of Technology to pursue my doctor degree.

Currently, I am doing further research on LLM privacy and general graph safety. If you are interested in my work, feel free to reach out to me!

Email  /  Google Scholar  /  Github  

profile photo

Publications

1 denotes equal contribution

Who Owns This Sample: Cross-Client Membership Inference Attack in Federated Graph Neural Networks
Kunhao Li, Di Wu, Jun Bai, Jing Xu, Lei Yang, Ziyi Zhang, Yiliao Song, Wencheng Yang, Taotao Cai, Yan Li
arXiv:2507.19964
arXiv Link
SES: Bridging the Gap Between Explainability and Prediction of Graph Neural Networks
Zhenhua Huang, Kunhao Li, Shaojie Wang, Zhaohong Jia, Wentao Zhu, Sharad Mehrotra
ICDE 2024 (CCF A)
Paper
Graph Relearn Network: Reducing performance variance and improving prediction accuracy of graph neural networks
Zhenhua Huang 1, Kunhao Li 1, Yihang Jiang, Zhaohong Jia, Linyuan Lv, Yunjie Ma
Knowledge-Based Systems October 2024 (SCI Q1)
Paper
SGCN: A scalable graph convolutional network with graph-shaped kernels and multi-channels
Zhenhua Huang 1, Wenhao Zhou 1, Kunhao Li 1, Zhaohong Jia
Knowledge-Based Systems November 2023 (SCI Q1)
Paper
RAHG: A Role-Aware Hypergraph Neural Network for Node Classification in Graphss
Kunhao Li; Zhenhua Huang; Zhaohong Jia
IEEE Transactions on Network Science and Engineering February 2023 (SCI Q1)
Paper
Graph Structure Prompt Learning: A Novel Methodology to Improve Performance of Graph Neural Networks
Zhenhua Huang, Kunhao Li, Shaojie Wang, Zhaohong Jia, Wentao Zhu, Sharad Mehrotra
arXiv:2407.11361
arXiv Link

Football

2019: 8th Place, Anhui Provincial University Football Cup (Left Back, Jersey No. 66)

2021: 3rd Place, Anhui University Championship (Midfielder, Jersey No. 10)

2024: Runner-Up, South China University of Technology Championship (Attacking Midfielder, Jersey No. 23)

Academic Service

Reviewer
IEEE Transactions on Neural Networks and Learning Systems
Journal of Supercomputing
Journal of BigData

Design and source code from Jon Barron's website.