Replica symmetry breaking in neural networks: a few steps toward rigorous results E Agliari, L Albanese, A Barra, G Ottaviani Journal of Physics A: Mathematical and Theoretical 53 (41), 415005, 2020 | 29 | 2020 |
On the effective initialisation for restricted Boltzmann machines via duality with Hopfield model FE Leonelli, E Agliari, L Albanese, A Barra Neural Networks 143, 314-326, 2021 | 23 | 2021 |
Replica symmetry breaking in dense hebbian neural networks L Albanese, F Alemanno, A Alessandrelli, A Barra Journal of Statistical Physics 189 (2), 24, 2022 | 18 | 2022 |
Dense Hebbian neural networks: a replica symmetric picture of supervised learning E Agliari, L Albanese, F Alemanno, A Alessandrelli, A Barra, F Giannotti, ... Physica A: Statistical Mechanics and its Applications 626, 129076, 2023 | 15 | 2023 |
A transport equation approach for deep neural networks with quenched random weights E Agliari, L Albanese, F Alemanno, A Fachechi Journal of Physics A: Mathematical and Theoretical 54 (50), 505004, 2021 | 11 | 2021 |
About the de Almeida–Thouless line in neural networks L Albanese, A Alessandrelli, A Annibale, A Barra Physica A: Statistical Mechanics and its Applications 633, 129372, 2024 | 5 | 2024 |
On Gaussian spin glass with P-wise interactions L Albanese, A Alessandrelli Journal of Mathematical Physics 63 (4), 2022 | 5 | 2022 |
Dense Hebbian neural networks: A replica symmetric picture of unsupervised learning E Agliari, L Albanese, F Alemanno, A Alessandrelli, A Barra, F Giannotti, ... Physica A: Statistical Mechanics and its Applications 627, 129143, 2023 | 3 | 2023 |
Pattern recognition in Deep Boltzmann machines E Agliari, L Albanese, F Alemanno, A Fachechi arXiv preprint arXiv:2106.08978, 2021 | 3 | 2021 |
Rigorous approaches for spin glass and Gaussian spin glass with P-wise interactions L Albanese, A Alessandrelli arXiv preprint arXiv:2111.12569, 2021 | 2 | 2021 |
Hebbian learning from first principles L Albanese, A Barra, P Bianco, F Durante, D Pallara arXiv preprint arXiv:2401.07110, 2024 | 1 | 2024 |
Boolean mean field spin glass model: rigorous results L Albanese, A Alessandrelli arXiv preprint arXiv:2409.08693, 2024 | | 2024 |
About the AT line in Replica Symmetry Breaking assumption for spin glasses L Albanese arXiv preprint arXiv:2407.06701, 2024 | | 2024 |
Replica symmetry breaking in supervised and unsupervised Hebbian networks L Albanese, A Alessandrelli, A Annibale, A Barra Journal of Physics A: Mathematical and Theoretical 57 (16), 165003, 2024 | | 2024 |
Unsupervised and Supervised learning by Dense Associative Memory under replica symmetry breaking L Albanese, A Alessandrelli, A Annibale, A Barra arXiv preprint arXiv:2312.09638, 2023 | | 2023 |
Replica Symmetry Breaking in Dense Hebbian Neural Networks L Albanese, F Alemanno, A Alessandrelli, A Barra Journal of Statistical Physics 189 (2), 1-41, 2022 | | 2022 |
Dense Hebbian Neural Networks: A Replica Symmetric Picture of Unsupervised Learning A Barra, E Agliari, L Albanese, F Alemanno, A Alessandrelli, F Giannotti, ... Available at SSRN 4357714, 0 | | |