Poisoning with A Pill: Circumventing Detection in Federated Learning

Authors: Guo, Hanxi, Wang, Hao, Song, Tao, Zheng, Tianhang, Hua, Yang, Guan, Haibing, Zhang, Xiangyu

Subject Terms: Computer Science - Machine Learning, Computer Science - Cryptography and Security, Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2407.15389

UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening

Authors: Cheng, Siyuan, Shen, Guangyu, Zhang, Kaiyuan, Tao, Guanhong, An, Shengwei, Guo, Hanxi, Ma, Shiqing, Zhang, Xiangyu

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2407.11372

SpaceDML: Enabling Distributed Machine Learning in Space Information Networks

Authors: Guo, Hanxi, Yang, Qing, Wang, Hao, Hua, Yang, Song, Tao, Ma, Ruhui, Guan, Haibing

Source: IEEE Network Network, IEEE. 35(4):82-87 Aug, 2021

Siren$^+$+: Robust Federated Learning With Proactive Alarming and Differential Privacy

Authors: Guo, Hanxi, Wang, Hao, Song, Tao, Hua, Yang, Ma, Ruhui, Jin, Xiulang, Xue, Zhengui, Guan, Haibing

Source: IEEE Transactions on Dependable and Secure Computing; September 2024, Vol. 21 Issue: 5 p4843-4860, 18p