Preprint

• Block-coordinate Plug-And-Play Methods with Armijo-like line-search for Image Restoration, Federica Porta, Simone Rebegoldi, Andrea Sebastiani

• Plug-and-Play blind super-resolution of real MRI images for improved multiple sclerosis diagnosis, Matteo Cannas, Alice Mariottini, Luca Massacesi, Federica Porta, Simone Rebegoldi, Andrea Sebastiani

• A variable dimension sketching strategy for nonlinear least-squares, Stefania Bellavia, Greta Malaspina, Benedetta Morini

• Fast and Simple Multiclass Data Segmentation: An Eigendecomposition and Projection-Free Approach, Chiara Faccio, Margherita Porcelli, Francesco Rinaldi, Martin Stoll

• A Projected Stochastic Gradient Method for Finite-Sum Problems with Linear Equality Constraints, Nataša Krklec Jerinkić, Benedetta Morini, Mahsa Yousefi

• ATE-SG: Alternate Through the Epochs Stochastic Gradient for Multi-Task Neural Networks, Stefania Bellavia, Francesco Della Santa, Alessandra Papini

• Fast Stochastic Second-Order Adagrad for Nonconvex Bound-Constrained Optimization, Stefania Bellavia, Serge Gratton, Benedetta Morini, Philippe L. Toint

• A multilevel stochastic regularized first-order method with application to training, Margherita Porcelli, Elisa Riccietti, Filippo Marini

• An inexact alternating projection method with application to matrix completion, Stefania Bellavia, Simone Rebegoldi, Mattia Silei

Code

• “Fast and Simple Multiclass Data Segmentation: An Eigendecomposition and Projection-Free Approach",  C. Faccio, M. Porcelli, F. Rinaldi, M. Stoll - Github repo

• “ATE-SG: Alternate Through the Epochs Stochastic Gradient for Multi-Task Neural Networks”, S. Bellavia, F. Della Santa, A. Papini - Github repo 

• “Block-coordinate Plug-And-Play Methods with Armijo-like line-search for Image Restoration”,  F. Porta, S. Rebegoldi, A. Sebastiani - Github repo

• “Plug-and-Play blind super-resolution of real MRI images for  improved multiple sclerosis diagnosis”, M. Cannas, A. Mariottini, L. Massacesi, F. Porta, S. Rebegoldi, A. Sebastiani - Github repo

The software associated with other activities related to the project that has not been organized into public repositories will be shared upon reasonable request to the project participants.

The full model implementation and training pipeline for the automated CVS detection toolbox can be shared upon justified request, in order to enable future external validation involving additional clinical centers in a multicenter evaluation framework.