The Role of Regularization in Classification of High-dimensional Noisy Gaussian Mixture. - Francesca Mignacco; Florent Krzakala; Yue M. Lu; Pierfrancesco Urbani; Lenka Zdeborová (ICML, 2020)

Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification. - Francesca Mignacco; Florent Krzakala; Pierfrancesco Urbani; Lenka Zdeborová (NeurIPS, 2020)

The role of regularization in classification of high-dimensional noisy Gaussian mixture. - Francesca Mignacco; Florent Krzakala; Yue M. Lu; Lenka Zdeborová (CoRR, 2020)

The effective noise of Stochastic Gradient Descent. - Francesca Mignacco; Pierfrancesco Urbani (CoRR, 2021)

Stochasticity helps to navigate rough landscapes: comparing gradient-descent-based algorithms in the phase retrieval problem. - Francesca Mignacco; Pierfrancesco Urbani; Lenka Zdeborová (Mach. Learn. Sci. Technol., 2021)

Learning curves for the multi-class teacher-student perceptron. - Elisabetta Cornacchia; Francesca Mignacco; Rodrigo Veiga 001; Cédric Gerbelot; Bruno Loureiro; Lenka Zdeborová (Mach. Learn. Sci. Technol., 2023)

Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization. - Ravi Francesco Srinivasan; Francesca Mignacco; Martino Sorbaro 001; Maria Refinetti; Avi Cooper; Gabriel Kreiman; Giorgia Dellaferrera (ICLR, 2024)

Dissecting the Interplay of Attention Paths in a Statistical Mechanics Theory of Transformers. - Lorenzo Tiberi; Francesca Mignacco; Kazuki Irie; Haim Sompolinsky (NeurIPS, 2024)

Nonlinear classification of neural manifolds with contextual information. - Francesca Mignacco; Chi-Ning Chou; SueYeon Chung (CoRR, 2024)

Rigorous Dynamical Mean-Field Theory for Stochastic Gradient Descent Methods. - Cédric Gerbelot; Emanuele Troiani; Francesca Mignacco; Florent Krzakala; Lenka Zdeborová (SIAM J. Math. Data Sci., 2024)

Optimal Protocols for Continual Learning via Statistical Physics and Control Theory. - Francesco Mori; Stefano Sarao Mannelli; Francesca Mignacco (ICLR, 2025)

Analytic theory of dropout regularization. - Francesco Mori; Francesca Mignacco (CoRR, 2025)

A statistical physics framework for optimal learning. - Francesca Mignacco; Francesco Mori (CoRR, 2025)