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Picture for Federica Gerace

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


Feb 21, 2020
Federica Gerace, Bruno Loureiro, Florent Krzakala, Marc Mézard, Lenka Zdeborová


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Signal propagation in continuous approximations of binary neural networks


Feb 01, 2019
George Stamatescu, Federica Gerace, Carlo Lucibello, Ian Fuss, Langford B. White


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On the role of synaptic stochasticity in training low-precision neural networks


Mar 20, 2018
Carlo Baldassi, Federica Gerace, Hilbert J. Kappen, Carlo Lucibello, Luca Saglietti, Enzo Tartaglione, Riccardo Zecchina

* Phys. Rev. Lett. 120, 268103 (2018) 
* 7 pages + 14 pages of supplementary material 

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Learning may need only a few bits of synaptic precision


May 27, 2016
Carlo Baldassi, Federica Gerace, Carlo Lucibello, Luca Saglietti, Riccardo Zecchina

* Phys. Rev. E 93, 052313 (2016) 
* 38 pages (main text: 16 pages), 5 figures; http://link.aps.org/doi/10.1103/PhysRevE.93.052313 

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