About Me
Hi! My name is Wenzhe Yi (易文哲), I’m currently a Ph.D. student (2024 Fall 1+4 program) at the School of Cyber Science and Engineering, Wuhan University. Before that, I obtained my Bachelor’s degree from Wuhan University, supervised by Prof. Juan Wang.
Research Interest
Trustworthy machine learning (safety, privacy, and security)
Confidential Computing / Trusted Computing
News
- [2/2024] One paper titled “Penetralium: Privacy-Preserving and Memory-Efficient Neural Network Inference at the Edge” got accepted in FGCS!
- [2/2024] One paper titled “A Stealthy Wrongdoer: Feature-Oriented Reconstruction Attack against Split Learning” got accepted in CVPR 2024!
- [9/2023] One paper titled “GAN You See Me? Enhanced Data Reconstruction Attacks against Split Inference” got accepted in NeurIPS 2023!
- [8/2023] One paper titled “Enhance the trust between IoT devices, mobile apps, and the cloud based on blockchain” got accepted in JNCA!
- [9/2022] One paper titled “Measuring Data Reconstruction Defenses in Collaborative Inference Systems” got accepted in NeurIPS 2022!
Publications
2024
Penetralium: Privacy-Preserving and Memory-Efficient Neural Network Inference at the Edge
Mengda Yang, Wenzhe Yi, Juan Wang, Hongxin Hu, Xiaoyang Xu, Ziang Li
Future Generation Computer Systems (FGCS)
A Stealthy Wrongdoer: Feature-Oriented Reconstruction Attack against Split Learning
Xiaoyang Xu, Mengda Yang, Wenzhe Yi, Ziang Li, Juan Wang, Hongxin Hu, Yong Zhuang, Yaxin Liu
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
2023
GAN You See Me? Enhanced Data Reconstruction Attacks against Split Inference
Ziang Li, Mengda Yang, Yaxin Liu, Juan Wang, Hongxin Hu, Wenzhe Yi, Xiaoyang Xu
Advances in Neural Information Processing Systems (NeurIPS), 2023
Enhance the trust between IoT devices, mobile apps, and the cloud based on blockchain
Juan Wang, Wenzhe Yi, Mengda Yang, Jiaci Ma, Shengzhi Zhang, Shirong Hao
Journal of Network and Computer Applications (JNCA)
2022
Measuring Data Reconstruction Defenses in Collaborative Inference Systems
Mengda Yang, Ziang Li, Juan Wang, Hongxin Hu, Ao Ren, Xiaoyang Xu, Wenzhe Yi
Advances in Neural Information Processing Systems (NeurIPS), 2022
Educations
- [2024.09 – current] Ph.D. in Information Security, Wuhan University. Supervised by Prof. Juan Wang.
- [2022.09 – 2024.06] Persuing Master’s degree in Cyberspace Security, Wuhan University. Supervised by Prof. Juan Wang. (Part of the 1+4 Program)
- [2018.09 – 2022.06] Bachelor in Information Security, Wuhan University. Supervised by Prof. Juan Wang.