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Leonardo Petrini
Leonardo Petrini
Associate Researcher @ CFM
Verified email at cfm.com - Homepage
Title
Cited by
Cited by
Year
Landscape and training regimes in deep learning
M Geiger, L Petrini, M Wyart
Physics Reports 924, 1-18, 2021
39*2021
Geometric compression of invariant manifolds in neural networks
J Paccolat, L Petrini, M Geiger, K Tyloo, M Wyart
Journal of Statistical Mechanics: Theory and Experiment 2021 (4), 044001, 2021
372021
Relative stability toward diffeomorphisms indicates performance in deep nets
L Petrini, A Favero, M Geiger, M Wyart
Advances in Neural Information Processing Systems 34, 2021
132021
Learning sparse features can lead to overfitting in neural networks
L Petrini, F Cagnetta, E Vanden-Eijnden, M Wyart
Advances in Neural Information Processing Systems 35, 2022
112022
How deep neural networks learn compositional data: the random hierarchy model
F Cagnetta, L Petrini, UM Tomasini, A Favero, M Wyart
arXiv e-prints, arXiv: 2307.02129, 2023
4*2023
How deep convolutional neural networks lose spatial information with training
UM Tomasini, L Petrini, F Cagnetta, M Wyart
Machine Learning: Science and Technology 4 (4), 045026, 2023
22023
Learning sparse features can lead to overfitting in neural networks
L Petrini, F Cagnetta, E Vanden-Eijnden, M Wyart
Journal of Statistical Mechanics: Theory and Experiment 2023 (11), 114003, 2023
2023
Breaking the Curse of Dimensionality in Deep Neural Networks by Learning Invariant Representations
L Petrini
arXiv preprint arXiv:2310.16154, 2023
2023
Diffeomorphisms invariance is a proxy of performance in deep neural networks
L Petrini, A Favero, M Geiger, M Wyart
APS March Meeting Abstracts 2023, Q53. 013, 2023
2023
Relative stability toward diffeomorphisms indicates performance in deep nets
L Petrini, A Favero, M Geiger, M Wyart
Journal of Statistical Mechanics: Theory and Experiment 2022 (11), 114013, 2022
2022
How neural nets compress invariant manifolds
J Paccolat, L Petrini, M Geiger, K Tyloo, M Wyart
APS March Meeting Abstracts 2021, B60. 007, 2021
2021
Classification and Regression Studies for Flavour Tagging
L Petrini
2018
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Articles 1–12