Automatic transformation search against deep leakage from gradients

• Main Authors: Gao, Wei, Zhang, Xu, Guo, Shangwei, Zhang, Tianwei, Xiang, Tao, Qiu, Han, Wen, Yonggang, Liu, Yang
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Auto Augmentation; Collaborative Learning
• Online Access: https://hdl.handle.net/10356/172192
• Institution: Nanyang Technological University

Collaborative learning has gained great popularity due to its benefit of data privacy protection: participants can jointly train a Deep Learning model without sharing their training sets. However, recent works discovered that an adversary can fully recover the sensitive training samples from the sha...