A statistical mechanics framework for Bayesian deep neural networks beyond the infinite-width limit R Pacelli, S Ariosto, M Pastore, F Ginelli, M Gherardi, P Rotondo Nature Machine Intelligence 5 (12), 1497-1507, 2023 | 36 | 2023 |
Statistical mechanics of deep learning beyond the infinite-width limit S Ariosto, R Pacelli, M Pastore, F Ginelli, M Gherardi, P Rotondo arXiv e-prints, arXiv: 2209.04882, 2022 | 23 | 2022 |
Random geometric graphs in high dimension V Erba, S Ariosto, M Gherardi, P Rotondo Physical Review E 102 (1), 012306, 2020 | 20 | 2020 |
Universal mean-field upper bound for the generalization gap of deep neural networks S Ariosto, R Pacelli, F Ginelli, M Gherardi, P Rotondo Physical Review E 105 (6), 064309, 2022 | 3 | 2022 |
Statistical Physics of Deep Neural Networks: Generalization Capability, Beyond the Infinite Width, and Feature Learning S Ariosto arXiv preprint arXiv:2501.19281, 2025 | | 2025 |