User-Level Label Leakage from Gradients in Federated Learning

2 code implementations • 19 May 2021 • Aidmar Wainakh, Fabrizio Ventola, Till Müßig, Jens Keim, Carlos Garcia Cordero, Ephraim Zimmer, Tim Grube, Kristian Kersting, Max Mühlhäuser

Specifically, we investigate Label Leakage from Gradients (LLG), a novel attack to extract the labels of the users' training data from their shared gradients.

Federated Learning

Parameter Adaptation and Criticality in Particle Swarm Optimization

no code implementations • 19 May 2017 • Carlos Garcia Cordero

This software is used to test the standard PSO as well as all other PSO variants developed in the process of creating the Adaptive PSO.