Adversarial client detection via non-parametric subspace monitoring in the internet of federated things

Author:

Xie Xianjian1,Xian Xiaochen2,Li Dan3,Wang Andi3ORCID

Affiliation:

1. School of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ, USA

2. School of Industrial and Systems Engineering, Georgia Institute of Technology, GA, USA

3. Department of Industrial and Systems Engineering, the University of Wisconsin-Madison, Madison, WI, USA

Publisher

Informa UK Limited

Reference45 articles.

1. Tactile internet of federated things: Toward fine-grained design of FL-based architecture to meet tiot demands;Alnajar O.;Computer Networks,2023

2. Andreina, S., Marson, G.A., Möllering, H. and Karame, G. (2021) Baffle: Backdoor detection via feedback-based federated learning, in 2021 IEEE 41st International Conference on Distributed Computing Systems (ICDCS), IEEE Press, Piscataway, NJ, pp. 852–863.

3. Azad, K.M.S., Hossain, N., Islam, M.J., Rahman, A. and Kabir, S. (2021) Preventive determination and avoidance of DDOS attack with SDN over the IOT networks, in 2021 International Conference on Automation, Control and Mechatronics for Industry 4.0 (ACMI), IEEE Press, Piscataway, NJ, pp. 1–6.

4. Azam, S.S., Hosseinalipour, S., Qiu, Q. and Brinton, C. (2021) Recycling model updates in federated learning: Are gradient subspaces low-rank? in International Conference on Learning Representations, OpenReview.net, Amherst, MA, USA.

5. Bhagoji, A.N., Chakraborty, S., Mittal, P. and Calo, S. (2019) Analyzing federated learning through an adversarial lens, in International Conference on Machine Learning, Proceedings of Machine Learning Research (PMLR), Cambridge, MA, USA, pp. 634–643.

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