Short Bio
Hi there! This is Wenwen He (何文文), I am a first-year PhD student at The College of Computing and Data Science (CCDS) at Nanyang Technological Univeristy (NTU), advised by Prof. Wei Yang Bryan Lim. Previously, I received my Master degree from the Wuhan University under the supervision of Prof. Mang Ye in 2026. If you are interested in collaborating with me or want to have a chat, always feel free to contact me through e-mail！
My research mainly focuses on Federated Learning, Trustworthy AI and Multi-Agent System.
🔥 News
- 2026.05: ✨ Two papers were accepted to ICML 2026.
- 2026.02: ✨ Two papers were accepted to CVPR 2026.
- 2025.05: 🌟 SPMC was accepted to ICML 2025.
📝 Publications
†: equal contribution, * : corresponding author
- Batman: Benign Knowledge Alignment Through Malicious Null Space in Federated Backdoor Attack
- Wenwen He, Wenke Huang*, Yiyang Fang, Wenjie Qu, Jiaheng Zhang, Mang Ye*
- IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
- SPMC: Self-Purifying Federated Backdoor Defense via Margin Contribution
- Wenwen He†, Wenke Huang†, Bin Yang*, Shukan Liu, Mang Ye*
- International Conference on Machine Learning (ICML), 2025
📖 Educations
- 2024.08 - now, PhD Student, Nanyang Technological University, Singapore.
- 2024.09 - 2026.06, Master Student, School of National Cybersecurity, Wuhan University, China.
- 2020.09 - 2024.06, Bachelor, School of Computer Science and Technology, Guangdong University of Technology, China.