Automatic transformation search against deep leakage from gradients

• المؤلفون الرئيسيون: Gao, Wei, Zhang, Xu, Guo, Shangwei, Zhang, Tianwei, Xiang, Tao, Qiu, Han, Wen, Yonggang, Liu, Yang
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2023
• الموضوعات: Engineering::Computer science and engineering; Auto Augmentation; Collaborative Learning
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/172192
• المؤسسة: 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...