Romain Couillet

A Random Matrix Analysis of Learning with α-Dropout

2020 · HAL (Le Centre pour la Communication Scientifique Directe)

International audience

Asymptotic Bayes risk of semi-supervised multitask learning on Gaussian mixture

2023 · arXiv (Cornell University)

The article considers semi-supervised multitask learning on a Gaussian mixture model (GMM). Using methods from statistical physics, we compute the asymptotic Bayes risk of each task in the regime of large datasets in high dimension, …