עקוב אחר
Federica Gerace
Federica Gerace
Scuola Internazionale Superiore di Studi Avanzati - SISSA
כתובת אימייל מאומתת בדומיין sissa.it
כותרת
צוטט על ידי
צוטט על ידי
שנה
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
1612020
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
322016
Gaussian universality of perceptrons with random labels‏
F Gerace, F Krzakala, B Loureiro, L Stephan, L Zdeborová‏
Physical Review E 109 (3), 034305, 2024‏
27*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
262018
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
222022
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
62018
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
62018
Mapping of attention mechanisms to a generalized Potts model‏
R Rende, F Gerace, A Laio, S Goldt‏
Physical Review Research 6 (2), 023057, 2024‏
52024
Signal propagation in continuous approximations of binary neural networks.‏
G Stamatescu, F Gerace, C Lucibello, IG Fuss, LB White‏
CoRR, 2019‏
3*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
12023
Unfair geometries: exactly solvable data model with fairness implications‏
SS Mannelli, F Gerace, N Rostamzadeh, L Saglietti‏
arXiv preprint arXiv:2205.15935, 2022‏
1*2022
Optimal transfer protocol by incremental layer defrosting‏
F Gerace, D Doimo, SS Mannelli, L Saglietti, A Laio‏
arXiv preprint arXiv:2303.01429, 2023‏
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
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
2019
Statistical physics of neural systems‏
F Gerace‏
Politecnico di Torino, 2018‏
2018
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מאמרים 1–15