Second-order step-size tuning of SGD for non-convex optimization (2022)

C. Castera, J. Bolte, C. Févotte, E. Pauwels
Neural Processing Letters

NePL | arXiv

An inertial Newton algorithm for deep learning (2021)

C. Castera, J. Bolte, C. Févotte, E. Pauwels
Journal of Machine Learning Research

JMLR | Hal | Code

Continuous Newton-like methods featuring inertia and variable mass (2023)

C. Castera, H. Attouch, J. Fadili, P. Ochs
Preprint

arXiv

Inertial Newton algorithms avoiding strict saddle points (2021)

C. Castera
Preprint

arXiv

Source code for the INNA algorithm

Pytorch version | Keras version | Tensorflow version

Some neural networks implemented in Keras

Networks for image classification