Francesco Cagnetta
École Polytechnique Fédérale de Lausanne
H-index: 8
Europe-Switzerland
Top articles of Francesco Cagnetta
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
How Deep Neural Networks Learn Compositional Data: The Random Hierarchy Model | arXiv e-prints | Francesco Cagnetta Leonardo Petrini Umberto M Tomasini Alessandro Favero Matthieu Wyart | 2023/7 |
Feature learning and overfitting in neural networks | Bulletin of the American Physical Society | Francesco Cagnetta | 2023/3/6 |
Statistical Mechanics of Infinitely-Wide Convolutional Networks | Bulletin of the American Physical Society | Alessandro Favero Francesco Cagnetta Matthieu Wyart | 2023/3/6 |
How deep convolutional neural networks lose spatial information with training | Machine Learning: Science and Technology | Umberto M Tomasini Leonardo Petrini Francesco Cagnetta Matthieu Wyart | 2023/11/9 |
Kernels, Data & Physics | arXiv preprint arXiv:2307.02693 | Francesco Cagnetta Deborah Oliveira Mahalakshmi Sabanayagam Nikolaos Tsilivis Julia Kempe | 2023/7/5 |
Renormalization group study of the dynamics of active membranes: Universality classes and scaling laws | Physical Review E | Francesco Cagnetta Viktor Škultéty Martin R Evans Davide Marenduzzo | 2022/1/27 |
Universal properties of active membranes | Physical Review E | Francesco Cagnetta Viktor Škultéty Martin R Evans Davide Marenduzzo | 2022/1/27 |
Learning sparse features can lead to overfitting in neural networks | Journal of Statistical Mechanics: Theory and Experiment | Leonardo Petrini Francesco Cagnetta Eric Vanden-Eijnden Matthieu Wyart | 2023/11/15 |
What can be learnt with wide convolutional neural networks? | International Conference on Machine Learning, 2023 | Francesco Cagnetta Alessandro Favero Matthieu Wyart | 2022/8/1 |
Work fluctuations in the active Ornstein–Uhlenbeck particle model | Journal of Statistical Mechanics: Theory and Experiment | Massimiliano Semeraro Antonio Suma Isabella Petrelli Francesco Cagnetta Giuseppe Gonnella | 2021/12/23 |
Locality defeats the curse of dimensionality in convolutional teacher-student scenarios | Advances in Neural Information Processing Systems | Alessandro Favero Francesco Cagnetta Matthieu Wyart | 2021/12/6 |
Active interfaces, a universal approach | Francesco Cagnetta | 2020/6/25 | |
Nonequilibrium Strategy for Fast Target Search on the Genome | Physical Review Letters | F Cagnetta Davide Michieletto Davide Marenduzzo | 2020/5/12 |
Kinetic roughening in active interfaces | EPJ Web of Conferences | Francesco Cagnetta Martin R Evans Davide Marenduzzo | 2020/3/11 |
Efficiency of one-dimensional active transport conditioned on motility | Physical Review E | F Cagnetta E Mallmin | 2020/2/26 |
Work fluctuations of self-propelled particles in the phase separated state | Journal of Physics A: Mathematical and Theoretical | Pietro Chiarantoni Francesco Cagnetta Federico Corberi Giuseppe Gonnella Antonio Suma | 2020/8/14 |
Co-Authors
