1 code implementation • 3 May 2024 • Heng Jin, Chaoyu Zhang, Shanghao Shi, Wenjing Lou, Y. Thomas Hou
Our scheme checks the effectiveness of these adversarial examples on a suspect model to determine whether it has been derived from the original model.
no code implementations • 25 Feb 2024 • Chaoyu Zhang
This paper examines the evolving landscape of machine learning (ML) and its profound impact across various sectors, with a special focus on the emerging field of Privacy-preserving Machine Learning (PPML).
no code implementations • 10 Nov 2023 • Shanghao Shi, Ning Wang, Yang Xiao, Chaoyu Zhang, Yi Shi, Y. Thomas Hou, Wenjing Lou
Unlike existing approaches treating models as black boxes, Scale-MIA recognizes the importance of the intricate architecture and inner workings of machine learning models.