Publications

Auditing Membership Leakages of Multi-Exit Networks [pdf] [code]

Zheng Li, Yiyong Liu, Xinlei He, Ning Yu, Michael Backes, Yang Zhang

In ACM SIGSAC Conference on Computer and Communications Security (CCS 2022)

Membership Inference Attacks by Exploiting Loss Trajectory [pdf] [code]

Yiyong Liu, Zhengyu Zhao, Michael Backes, Yang Zhang

In ACM SIGSAC Conference on Computer and Communications Security (CCS 2022)

SoK: Data Reconstruction Attacks Against Machine Learning Models: Definition, Metrics, and Benchmark
[pdf] [code]

Rui Wen^＊, Yiyong Liu^＊, Michael Backes, Yang Zhang (^＊Equal Contribution)

In USENIX Security Symposium (USENIX Security 2025)