BadSFL: backdoor attack in scaffold federated learning

• المؤلف الرئيسي: Zhang, Xuanye
• مؤلفون آخرون: Zhang Tianwei
• التنسيق: Final Year Project
• اللغة: English
• منشور في: Nanyang Technological University 2024
• الموضوعات: Computer and Information Science; Backdoor attack; Federated learning; Scaffold
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/174843
• المؤسسة: Nanyang Technological University

Federated learning (FL) enables the training of deep learning models on distributed clients aiming at the preservation of data privacy. However, malicious clients can potentially embed a backdoor functionality into the global model by uploading poisoned local models that cause target misclassificati...