Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates

Youssef Allouah; Sadegh Farhadkhani; Rachid Guerraoui; Nirupam Gupta; Rafael Pinot; Geovani Rizk; Sasha Voitovych

2024 ICML ICML 2024

Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates

Abstract

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Authors

Youssef Allouah, Sadegh Farhadkhani, Rachid Guerraoui, Nirupam Gupta, Rafael Pinot, Geovani Rizk, Sasha Voitovych

Topics

Machine Learning > Learning Types > Adversarial Learning Machine Learning > Optimization & Theory > Bayesian Inference Machine Learning > Optimization & Theory > Learning Theory

Keywords

convergence local updates client subsampling step-sizes robust averaging byzantine clients

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