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Wenzhe Yi (易文哲)

Currently a Ph.D. student at Wuhan University

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 EngineeringWuhan 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.