output
20102023
most citedTensorizing Neural Networks

604 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2021 · math.OCShow all

2 papers · 2 filters

math.OC2021★ 3 cited

Super-Acceleration with Cyclical Step-sizes

Baptiste Goujaud, Damien Scieur, Aymeric Dieuleveut +2

We develop a convergence-rate analysis of momentum with cyclical step-sizes. We show that under some assumption on the spectral gap of Hessians in machine learning, cyclical step-s…

math.OC2021★ 48 cited

Acceleration Methods

Alexandre d'Aspremont, Damien Scieur, Adrien Taylor

This monograph covers some recent advances in a range of acceleration techniques frequently used in convex optimization. We first use quadratic optimization problems to introduce t…