Federica Gerace
Cited by
Cited by
Generalisation error in learning with random features and the hidden manifold model
F Gerace, B Loureiro, F Krzakala, M Mézard, L Zdeborová
International Conference on Machine Learning, 3452-3462, 2020
Learning may need only a few bits of synaptic precision
C Baldassi, F Gerace, C Lucibello, L Saglietti, R Zecchina
Physical Review E 93 (5), 052313, 2016
Gaussian universality of perceptrons with random labels
F Gerace, F Krzakala, B Loureiro, L Stephan, L Zdeborová
Physical Review E 109 (3), 034305, 2024
Role of synaptic stochasticity in training low-precision neural networks
C Baldassi, F Gerace, HJ Kappen, C Lucibello, L Saglietti, E Tartaglione, ...
Physical review letters 120 (26), 268103, 2018
Probing transfer learning with a model of synthetic correlated datasets
F Gerace, L Saglietti, SS Mannelli, A Saxe, L Zdeborová
Machine Learning: Science and Technology 3 (1), 015030, 2022
From statistical inference to a differential learning rule for stochastic neural networks
L Saglietti, F Gerace, A Ingrosso, C Baldassi, R Zecchina
Interface Focus 8 (6), 20180033, 2018
From inverse problems to learning: a statistical mechanics approach
C Baldassi, F Gerace, L Saglietti, R Zecchina
Journal of Physics: Conference Series 955 (1), 012001, 2018
Mapping of attention mechanisms to a generalized Potts model
R Rende, F Gerace, A Laio, S Goldt
arXiv preprint arXiv:2304.07235, 2023
Signal propagation in continuous approximations of binary neural networks.
G Stamatescu, F Gerace, C Lucibello, IG Fuss, LB White
CoRR, 2019
Learning from higher-order statistics, efficiently: hypothesis tests, random features, and neural networks
E Székely, L Bardone, F Gerace, S Goldt
arXiv preprint arXiv:2312.14922, 2023
Unfair geometries: exactly solvable data model with fairness implications
SS Mannelli, F Gerace, N Rostamzadeh, L Saglietti
arXiv preprint arXiv:2205.15935, 2022
Optimal transfer protocol by incremental layer defrosting
F Gerace, D Doimo, SS Mannelli, L Saglietti, A Laio
arXiv preprint arXiv:2303.01429, 2023
Computer based method for classifying a mass of an organ as a cyst
E Vezzetti, F Marcolin, A Froio, F Gerace, L Bonacina, D Conti, A Cesari, ...
US Patent App. 17/615,102, 2022
A computer based method for classifying a mass of an organ as a cyst
A Froio, L Bonacina, D Conti, F Marcolin, E Vezzetti, F Gerace, RB Marotti, ...
ITA, 2019
Statistical physics of neural systems
F Gerace
Politecnico di Torino, 2018
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