Fabrizio Pittorino
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Shaping the learning landscape in neural networks around wide flat minima
C Baldassi, F Pittorino, R Zecchina
Proceedings of the National Academy of Sciences 117 (1), 161-170, 2020
Entropic gradient descent algorithms and wide flat minima
F Pittorino, C Lucibello, C Feinauer, G Perugini, C Baldassi, ...
Journal of Statistical Mechanics: Theory and Experiment 2021 (12), 124015, 2021
Chaos and correlated avalanches in excitatory neural networks with synaptic plasticity
F Pittorino, M Ibáñez-Berganza, M di Volo, A Vezzani, R Burioni
Physical review letters 118 (9), 098102, 2017
Deep networks on toroids: removing symmetries reveals the structure of flat regions in the landscape geometry
F Pittorino, A Ferraro, G Perugini, C Feinauer, C Baldassi, R Zecchina
International Conference on Machine Learning, 17759-17781, 2022
Deep learning via message passing algorithms based on belief propagation
C Lucibello, F Pittorino, G Perugini, R Zecchina
Machine Learning: Science and Technology 3 (3), 035005, 2022
Nonsingular cosmology from evolutionary quantum gravity
F Cianfrani, G Montani, F Pittorino
Physical Review D 90 (10), 103503, 2014
Star-shaped space of solutions of the spherical negative perceptron
BL Annesi, C Lauditi, C Lucibello, EM Malatesta, G Perugini, F Pittorino, ...
Physical Review Letters 131 (22), 227301, 2023
Order symmetry breaking and broad distribution of events in spiking neural networks with continuous membrane potential
M Stucchi, F Pittorino, M Di Volo, A Vezzani, R Burioni
Chaos, Solitons & Fractals 147, 110946, 2021
FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness
M Gambella, F Pittorino, M Roveri
arXiv preprint arXiv:2402.19102, 2024
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