@inproceedings{15c52a0f75a94226865c61f3bf916cdd,
title = "SLSGD: Secure and Efficient Distributed On-device Machine Learning",
abstract = "We consider distributed on-device learning with limited communication and security requirements. We propose a new robust distributed optimization algorithm with efficient communication and attack tolerance. The proposed algorithm has provable convergence and robustness under non-IID settings. Empirical results show that the proposed algorithm stabilizes the convergence and tolerates data poisoning on a small number of workers.",
keywords = "Distributed, SGD",
author = "Cong Xie and Oluwasanmi Koyejo and Indranil Gupta",
note = "Publisher Copyright: {\textcopyright} Springer Nature Switzerland AG 2020.; European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2019 ; Conference date: 16-09-2019 Through 20-09-2019",
year = "2020",
doi = "10.1007/978-3-030-46147-8_13",
language = "English (US)",
isbn = "9783030461461",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer",
pages = "213--228",
editor = "Ulf Brefeld and Elisa Fromont and Andreas Hotho and Arno Knobbe and Marloes Maathuis and C{\'e}line Robardet",
booktitle = "Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Proceedings",
address = "Germany",
}