GERACE, FEDERICA
GERACE, FEDERICA
MAT - DIPARTIMENTO DI MATEMATICA
Ricercatori a tempo determinato
Bias-inducing geometries: An exactly solvable data model with fairness implications
2025 Sarao Mannelli, S.; Gerace, F.; Rostamzadeh, N.; Saglietti, L.
Learning from higher-order statistics, efficiently: hypothesis tests, random features, and neural networks
2025 Szekely, E.; Bardone, L.; Gerace, F.; Goldt, S.
Statistical Mechanics of Transfer Learning in Fully Connected Networks in the Proportional Limit
2025 Ingrosso, A.; Pacelli, R.; Rotondo, P.; Gerace, F.
A distributional simplicity bias in the learning dynamics of transformers
2024 Rende, R.; Gerace, F.; Laio, A.; Goldt, S.
Gaussian universality of perceptrons with random labels
2024 Gerace, Federica; Krzakala, Florent; Loureiro, Bruno; Stephan, Ludovic; Zdeborová, Lenka
Mapping of attention mechanisms to a generalized Potts model
2024 Rende, Riccardo; Gerace, Federica; Laio, Alessandro; Goldt, Sebastian
Probing transfer learning with a model of synthetic correlated datasets
2022 Gerace, Federica; Saglietti, Luca; Sarao Mannelli, Stefano; Saxe, Andrew; Zdeborová, Lenka
Generalisation error in learning with random features and the hidden manifold model
2021 Gerace, Federica; Loureiro, Bruno; Krzakala, Florent; Mézard, Marc; Zdeborová, Lenka
From statistical inference to a differential learning rule for stochastic neural networks
2018 Saglietti, L.; Gerace, F.; Ingrosso, A.; Baldassi, C.; Zecchina, R.
Role of Synaptic Stochasticity in Training Low-Precision Neural Networks
2018 Baldassi, C.; Gerace, F.; Kappen, H. J.; Lucibello, C.; Saglietti, L.; Tartaglione, E.; Zecchina, R.
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| Bias-inducing geometries: An exactly solvable data model with fairness implications | Sarao Mannelli, S.; Gerace, F.; Rostamzadeh, N.; Saglietti, L. | 2025-01-01 | PHYSICAL REVIEW. E | - | 1.01 Articolo in rivista | - |
| Learning from higher-order statistics, efficiently: hypothesis tests, random features, and neural networks | Szekely, E.; Bardone, L.; Gerace, F.; Goldt, S. | 2025-01-01 | JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT | - | 1.01 Articolo in rivista | - |
| Statistical Mechanics of Transfer Learning in Fully Connected Networks in the Proportional Limit | Ingrosso, A.; Pacelli, R.; Rotondo, P.; Gerace, F. | 2025-01-01 | PHYSICAL REVIEW LETTERS | - | 1.01 Articolo in rivista | - |
| A distributional simplicity bias in the learning dynamics of transformers | Rende, R.; Gerace, F.; Laio, A.; Goldt, S. | 2024-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Gaussian universality of perceptrons with random labels | Gerace, Federica; Krzakala, Florent; Loureiro, Bruno; Stephan, Ludovic; Zdeborová, Lenka | 2024-01-01 | PHYSICAL REVIEW. E | - | 1.01 Articolo in rivista | PhysRevE.109.034305.pdf |
| Mapping of attention mechanisms to a generalized Potts model | Rende, Riccardo; Gerace, Federica; Laio, Alessandro; Goldt, Sebastian | 2024-01-01 | PHYSICAL REVIEW RESEARCH | - | 1.01 Articolo in rivista | PhysRevResearch.6.023057.pdf |
| Probing transfer learning with a model of synthetic correlated datasets | Gerace, Federica; Saglietti, Luca; Sarao Mannelli, Stefano; Saxe, Andrew; Zdeborová, Lenka | 2022-01-01 | MACHINE LEARNING: SCIENCE AND TECHNOLOGY | - | 1.01 Articolo in rivista | Gerace_2022_Mach._Learn. _Sci._Technol._3_015030.pdf |
| Generalisation error in learning with random features and the hidden manifold model | Gerace, Federica; Loureiro, Bruno; Krzakala, Florent; Mézard, Marc; Zdeborová, Lenka | 2021-01-01 | JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT | - | 1.01 Articolo in rivista | 2002.09339v2.pdf |
| From statistical inference to a differential learning rule for stochastic neural networks | Saglietti, L.; Gerace, F.; Ingrosso, A.; Baldassi, C.; Zecchina, R. | 2018-01-01 | INTERFACE FOCUS | - | 1.01 Articolo in rivista | - |
| Role of Synaptic Stochasticity in Training Low-Precision Neural Networks | Baldassi, C.; Gerace, F.; Kappen, H. J.; Lucibello, C.; Saglietti, L.; Tartaglione, E.; Zecchina, R. | 2018-01-01 | PHYSICAL REVIEW LETTERS | - | 1.01 Articolo in rivista | - |