Search Results for author: Chaoyu Zhang

Found 3 papers, 1 papers with code

ProFLingo: A Fingerprinting-based Copyright Protection Scheme for Large Language Models

1 code implementation3 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.

State-of-the-Art Approaches to Enhancing Privacy Preservation of Machine Learning Datasets: A Survey

no code implementations25 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).

Attribute Privacy Preserving

Scale-MIA: A Scalable Model Inversion Attack against Secure Federated Learning via Latent Space Reconstruction

no code implementations10 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.

Federated Learning

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