Maria Refinetti

16 papers A* 7Journal 9
YearRankTypeTitle / Venue / Authors
2024 A* conf
Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization.
ICLR
Ravi Francesco Srinivasan, Francesca Mignacco, Martino Sorbaro, Maria Refinetti, Avi Cooper, Gabriel Kreiman, Giorgia Dellaferrera
2023 J jnl
Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization.
CoRR
Ravi Francesco Srinivasan, Francesca Mignacco, Martino Sorbaro, Maria Refinetti, Avi Cooper, Gabriel Kreiman, Giorgia Dellaferrera
2023 A* conf
Neural networks trained with SGD learn distributions of increasing complexity.
ICML
Maria Refinetti, Alessandro Ingrosso, Sebastian Goldt
2022 A* conf
Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension.
ICML
Bruno Loureiro, Cédric Gerbelot, Maria Refinetti, Gabriele Sicuro, Florent Krzakala
2022 J jnl
Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension.
CoRR
Bruno Loureiro, Cédric Gerbelot, Maria Refinetti, Gabriele Sicuro, Florent Krzakala
2022 J jnl
Neural networks trained with SGD learn distributions of increasing complexity.
CoRR
Maria Refinetti, Alessandro Ingrosso, Sebastian Goldt
2022 J jnl
Optimal learning rate schedules in high-dimensional non-convex optimization problems.
CoRR
Stéphane d'Ascoli, Maria Refinetti, Giulio Biroli
2022 A* conf
The dynamics of representation learning in shallow, non-linear autoencoders.
ICML
Maria Refinetti, Sebastian Goldt
2022 J jnl
The dynamics of representation learning in shallow, non-linear autoencoders.
CoRR
Maria Refinetti, Sebastian Goldt
2021 A* conf
Align, then memorise: the dynamics of learning with feedback alignment.
ICML
Maria Refinetti, Stéphane d'Ascoli, Ruben Ohana, Sebastian Goldt
2021 A* conf
Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed.
ICML
Maria Refinetti, Sebastian Goldt, Florent Krzakala, Lenka Zdeborová
2021 J jnl
Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed.
CoRR
Maria Refinetti, Sebastian Goldt, Florent Krzakala, Lenka Zdeborová
2020 J jnl
Double Trouble in Double Descent : Bias and Variance(s) in the Lazy Regime.
CoRR
Stéphane d'Ascoli, Maria Refinetti, Giulio Biroli, Florent Krzakala
2020 A* conf
Double Trouble in Double Descent: Bias and Variance(s) in the Lazy Regime.
ICML
Stéphane d'Ascoli, Maria Refinetti, Giulio Biroli, Florent Krzakala
2020 J jnl
Epidemic mitigation by statistical inference from contact tracing data.
CoRR
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
2020 J jnl
The dynamics of learning with feedback alignment.
CoRR
Maria Refinetti, Stéphane d'Ascoli, Ruben Ohana, Sebastian Goldt