21 citations · 136 across the 22 of their papers we have counts for
Showing 2024 · math.OCShow all
2 papers · 2 filters
math.OC2024
Unified Breakdown Analysis for Byzantine Robust Gossip
Renaud Gaucher, Aymeric Dieuleveut, Hadrien Hendrikx
In decentralized machine learning, different devices communicate in a peer-to-peer manner to collaboratively learn from each other's data. Such approaches are vulnerable to misbeha…
math.OC2024
Investigating Variance Definitions for Mirror Descent with Relative Smoothness
Hadrien Hendrikx
Mirror Descent is a popular algorithm, that extends Gradients Descent (GD) beyond the Euclidean geometry. One of its benefits is to enable strong convergence guarantees through smo…