17 citations · 17 across the 1 of their papers we have counts for
3 papers
Learning curves for the multi-class teacher-student perceptron
Elisabetta Cornacchia, Francesca Mignacco, Rodrigo Veiga +3
One of the most classical results in high-dimensional learning theory provides a closed-form expression for the generalisation error of binary classification with the single-layer…
Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks
Rodrigo Veiga, Ludovic Stephan, Bruno Loureiro +2
Despite the non-convex optimization landscape, over-parametrized shallow networks are able to achieve global convergence under gradient descent. The picture can be radically differ…
Restricted Boltzmann Machine Flows and The Critical Temperature of Ising models
Rodrigo Veiga, Renato Vicente
We explore alternative experimental setups for the iterative sampling (flow) from Restricted Boltzmann Machines (RBM) mapped on the temperature space of square lattice Ising models…