2 papers
cs.CR2025
SVDefense: Effective Defense against Gradient Inversion Attacks via Singular Value Decomposition
Chenxiang Luo, David K. Y. Yau, Qun Song
Federated learning (FL) enables collaborative model training without sharing raw data but is vulnerable to gradient inversion attacks (GIAs), where adversaries reconstruct private…
cs.AI2024
Leveraging Foundation Models for Zero-Shot IoT Sensing
Dinghao Xue, Xiaoran Fan, Tao Chen +2
Deep learning models are increasingly deployed on edge Internet of Things (IoT) devices. However, these models typically operate under supervised conditions and fail to recognize u…