Refinetti, Maria

7 publications

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

ICML 2023 Neural Networks Trained with SGD Learn Distributions of Increasing Complexity Maria Refinetti, Alessandro Ingrosso, Sebastian Goldt

ICML 2022 Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension Bruno Loureiro, Cedric Gerbelot, Maria Refinetti, Gabriele Sicuro, Florent Krzakala

ICML 2022 The Dynamics of Representation Learning in Shallow, Non-Linear Autoencoders Maria Refinetti, Sebastian Goldt

ICML 2021 Align, Then Memorise: The Dynamics of Learning with Feedback Alignment Maria Refinetti, Stéphane D’Ascoli, Ruben Ohana, Sebastian Goldt

ICML 2021 Classifying High-Dimensional Gaussian Mixtures: Where Kernel Methods Fail and Neural Networks Succeed Maria Refinetti, Sebastian Goldt, Florent Krzakala, Lenka Zdeborova

ICML 2020 Double Trouble in Double Descent: Bias and Variance(s) in the Lazy Regime Stéphane D’Ascoli, Maria Refinetti, Giulio Biroli, Florent Krzakala