Fundamental limits in structured principal component analysis and how to reach them J Barbier, F Camilli, M Mondelli, M Sáenz Proceedings of the National Academy of Sciences 120 (30), e2302028120, 2023 | 37* | 2023 |
The solution of the deep Boltzmann machine on the Nishimori line D Alberici, F Camilli, P Contucci, E Mingione Communications in Mathematical Physics 387, 1191-1214, 2021 | 36 | 2021 |
An inference problem in a mismatched setting: a spin-glass model with Mattis interaction F Camilli, P Contucci, E Mingione SciPost Physics 12 (4), 125, 2022 | 24 | 2022 |
The multi-species mean-field spin-glass on the Nishimori line D Alberici, F Camilli, P Contucci, E Mingione Journal of Statistical Physics 182, 1-20, 2021 | 24 | 2021 |
Matrix factorization with neural networks F Camilli, M Mézard Physical Review E 107 (6), 064308, 2023 | 23 | 2023 |
The decimation scheme for symmetric matrix factorization F Camilli, M Mézard Journal of Physics A: Mathematical and Theoretical 57 (8), 085002, 2024 | 13 | 2024 |
Fundamental limits of overparametrized shallow neural networks for supervised learning F Camilli, D Tieplova, J Barbier arXiv preprint arXiv:2307.05635, 2023 | 10 | 2023 |
A Statistical Physics approach to a multi-channel Wigner spiked model D Alberici, F Camilli, P Contucci, E Mingione Europhysics Letters 136 (4), 48001, 2022 | 4 | 2022 |
Information limits and Thouless-Anderson-Palmer equations for spiked matrix models with structured noise J Barbier, F Camilli, Y Xu, M Mondelli Physical Review Research 7 (1), 013081, 2025 | 3 | 2025 |
On the phase diagram of extensive-rank symmetric matrix denoising beyond rotational invariance J Barbier, F Camilli, J Ko, K Okajima arXiv preprint arXiv:2411.01974, 2024 | 2 | 2024 |
Central limit theorem for the overlaps on the Nishimori line F Camilli, P Contucci, E Mingione arXiv preprint arXiv:2305.19943, 2023 | 2 | 2023 |
New perspectives in statistical mechanics and high-dimensional inference F Camilli Alma Mater Studiorum - Università di Bologna, 2023 | 2 | 2023 |
The onset of Parisi’s complexity in a mismatched inference problem F Camilli, P Contucci, E Mingione Entropy 26 (1), 42, 2023 | 1 | 2023 |
Optimal generalisation and learning transition in extensive-width shallow neural networks near interpolation J Barbier, F Camilli, MT Nguyen, M Pastore, R Skerk arXiv preprint arXiv:2501.18530, 2025 | | 2025 |
On the phase diagram of the multiscale mean-field spin-glass F Camilli, P Contucci, E Mingione, D Tantari arXiv preprint arXiv:2412.00992, 2024 | | 2024 |
Lezioni di meccanica elementare e oltre F Camilli, P Contucci Bologna University Press, 2023 | | 2023 |
Mathematical Methods and Models in Machine Learning L Ambrosio, M Benzi, P Contucci, D Alberici, J Barbier, F Camilli, ... | | 2020 |
Teoria classica dei campi: campo elettromagnetico e radiazione di cariche in moto F Camilli | | |
Statistical mechanics perspectives on Boltzmann machines F Camilli | | |