Posts by Collection

Portfolio item number 1

Short description of portfolio item number 1

Portfolio item number 2

Short description of portfolio item number 2

On the complexity of nonsmooth automatic differentiation

Published in ICLR, 2023

Authors: Jérôme Bolte, Ryan Boustany, Edouard Pauwels, Béatrice Pesquet-Popescu
Conference: ICLR 2023 - Top 25% Paper
Paper: ArXiv

Download here

On the numerical reliability of nonsmooth autodiff: a MaxPool case study

Published in TMLR, 2024

Author: Ryan Boustany
Journal: TMLR
Paper: ArXiv

Download here

A second-order-like optimizer with adaptive gradient scaling for deep learning

Published in Preprint, 2024

Author: Jérôme Bolte, Ryan Boustany, Edouard Pauwels, Andrei Purica

Download here

Mathematics practice

L1, Université Toulouse Capitole, Economie DD, 2022

Python for Data science

M1 Econometrics, Statistics, Toulouse School of Economics, 2022

Introduction to convex optimization for Machine Learning

M1 D3S & MED, Toulouse School of Economics, 2023