Maria Refinetti

According to our database, Maria Refinetti authored at least 10 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

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

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Neural networks trained with SGD learn distributions of increasing complexity.

Maria Refinetti, Alessandro Ingrosso, Sebastian Goldt

Proceedings of the International Conference on Machine Learning, 2023

2022

Optimal learning rate schedules in high-dimensional non-convex optimization problems.

Stéphane d'Ascoli, Maria Refinetti, Giulio Biroli

CoRR, 2022

The dynamics of representation learning in shallow, non-linear autoencoders.

Maria Refinetti, Sebastian Goldt

Proceedings of the International Conference on Machine Learning, 2022

Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension.

Bruno Loureiro, Cédric Gerbelot, Maria Refinetti, Gabriele Sicuro, Florent Krzakala

Proceedings of the International Conference on Machine Learning, 2022

2021

Align, then memorise: the dynamics of learning with feedback alignment.

Maria Refinetti, Stéphane d'Ascoli, Ruben Ohana, Sebastian Goldt

Proceedings of the 38th International Conference on Machine Learning, 2021

Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed.

Maria Refinetti, Sebastian Goldt, Florent Krzakala, Lenka Zdeborová

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

The dynamics of learning with feedback alignment.

Maria Refinetti, Stéphane d'Ascoli, Ruben Ohana, Sebastian Goldt

CoRR, 2020

Epidemic mitigation by statistical inference from contact tracing data.

Antoine Baker, Indaco Biazzo, Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta, Alessandro Ingrosso, Florent Krzakala, Fabio Mazza, Marc Mézard, Anna Paola Muntoni, Maria Refinetti, Stefano Sarao Mannelli, Lenka Zdeborová

CoRR, 2020

Double Trouble in Double Descent: Bias and Variance(s) in the Lazy Regime.

Stéphane d'Ascoli, Maria Refinetti, Giulio Biroli, Florent Krzakala

Proceedings of the 37th International Conference on Machine Learning, 2020