Latifa Errami

Tolerating Outliers: Gradient-Based Penalties for Byzantine Robustness and Inclusion

This work investigates the interplay between Robustness and Inclusion in the context of poisoning attacks targeting the convergence of Stochastic Gradient Descent (SGD). While robustness has received significant attention, the standard Byzantine defenses rely on the Independent and Identically Distr…