Gradient inversion-based inference attack against federated learning

• Main Author: Chan, Joel Yuan Wei
• Other Authors: Chang Chip Hong
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/172760
• Institution: Nanyang Technological University

Federated learning is a state-of-the-art paradigm where deep learning models based on servers can be trained without having direct access to private training data. In federated learning, clients transfer gradients to the server, which can be used to further improve the model. However, the gradients...