Search Results for author: Domenico Marinucci

Found 2 papers, 0 papers with code

Quantitative CLTs in Deep Neural Networks

no code implementations12 Jul 2023 Stefano Favaro, Boris Hanin, Domenico Marinucci, Ivan Nourdin, Giovanni Peccati

We study the distribution of a fully connected neural network with random Gaussian weights and biases in which the hidden layer widths are proportional to a large constant $n$.

valid

A Quantitative Functional Central Limit Theorem for Shallow Neural Networks

no code implementations29 Jun 2023 Valentina Cammarota, Domenico Marinucci, Michele Salvi, Stefano Vigogna

We prove a Quantitative Functional Central Limit Theorem for one-hidden-layer neural networks with generic activation function.

Cannot find the paper you are looking for? You can Submit a new open access paper.