Federica Gerace

Generalisation error in learning with random features and the hidden manifold model*

Federica Gerace, Bruno Loureiro, Florent Krząkała et al. · Journal of Statistical Mechanics Theory and Experiment · 2021 · 78 citations · Full text

Generalisation error in learning with random features and the hidden manifold model

Federica Gerace, Bruno Loureiro, Florent Krząkała et al. · arXiv (Cornell University) · 2020 · 32 citations · Full text

Engineering, Machine Learning, Manifold Modeling +19

Learning may need only a few bits of synaptic precision

Carlo Baldassi, Federica Gerace, Carlo Lucibello et al. · Physical review. E · 2016 · 25 citations · Full text

Mapping of attention mechanisms to a generalized Potts model

Riccardo Rende, Federica Gerace, Alessandro Laio et al. · Physical Review Research · 2024 · 24 citations · Full text

Structured Prediction, Attention Mechanisms, Machine Learning +26

Role of Synaptic Stochasticity in Training Low-Precision Neural Networks

Carlo Baldassi, Federica Gerace, Hilbert J. Kappen et al. · Physical Review Letters · 2018 · 23 citations · Full text

Synaptic Plasticity, Engineering, Machine Learning +15