23 citations · 89 across the 18 of their papers we have counts for
3 papers · 1 filter
The Decimation Scheme for Symmetric Matrix Factorization
Francesco Camilli, Marc Mézard
Matrix factorization is an inference problem that has acquired importance due to its vast range of applications that go from dictionary learning to recommendation systems and machi…
Fundamental limits of overparametrized shallow neural networks for supervised learning
Francesco Camilli, Daria Tieplova, Jean Barbier
We carry out an information-theoretical analysis of a two-layer neural network trained from input-output pairs generated by a teacher network with matching architecture, in overpar…
Central limit theorem for the overlaps on the Nishimori line
Francesco Camilli, Pierluigi Contucci, Emanuele Mingione
The overlap distribution of the Sherrington-Kirkpatrick model on the Nishimori line has been proved to be self averaging for large volumes. Here we study the joint distribution of…