Stebėti
Lorenzo Giambagli
Pavadinimas
Cituota
Cituota
Metai
Global topological synchronization on simplicial and cell complexes
T Carletti, L Giambagli, G Bianconi
Physical review letters 130 (18), 187401, 2023
432023
Machine learning in spectral domain
L Giambagli, L Buffoni, T Carletti, W Nocentini, D Fanelli
Nature communications 12 (1), 1330, 2021
432021
Diffusion-driven instability of topological signals coupled by the Dirac operator
L Giambagli, L Calmon, R Muolo, T Carletti, G Bianconi
Physical Review E 106 (6), 064314, 2022
232022
Spectral pruning of fully connected layers
L Buffoni, E Civitelli, L Giambagli, L Chicchi, D Fanelli
Scientific Reports 12 (1), 11201, 2022
222022
Training of sparse and dense deep neural networks: Fewer parameters, same performance
L Chicchi, L Giambagli, L Buffoni, T Carletti, M Ciavarella, D Fanelli
Physical Review E 104 (5), 054312, 2021
172021
Recurrent Spectral Network (RSN): Shaping a discrete map to reach automated classification
L Chicchi, D Fanelli, L Giambagli, L Buffoni, T Carletti
Chaos, Solitons & Fractals 168, 113128, 2023
122023
Complex recurrent spectral network
L Chicchi, L Giambagli, L Buffoni, R Marino, D Fanelli
Chaos, Solitons & Fractals 184, 114998, 2024
62024
Non-parametric analysis of the Hubble Diagram with Neural Networks
L Giambagli, D Fanelli, G Risaliti, M Signorini
Astronomy & Astrophysics 678, 2023
62023
Turing patterns on discrete topologies: from networks to higher-order structures
R Muolo, L Giambagli, H Nakao, D Fanelli, T Carletti
Proceedings A 480 (2302), 20240235, 2024
42024
How a student becomes a teacher: learning and forgetting through spectral methods
L Giambagli, L Buffoni, L Chicchi, D Fanelli
Journal of Statistical Mechanics: Theory and Experiment 2024 (3), 034002, 2024
42024
Global topological Dirac synchronization
T Carletti, L Giambagli, R Muolo, G Bianconi
arXiv preprint arXiv:2410.15338, 2024
32024
Stable attractors for neural networks classification via ordinary differential equations (SA-nODE)
R Marino, L Buffoni, L Chicchi, L Giambagli, D Fanelli
Machine Learning: Science and Technology 5 (3), 035087, 2024
32024
How a student becomes a teacher: learning and forgetting through Spectral methods
L Giambagli, L Buffoni, L Chicchi, D Fanelli
Advances in Neural Information Processing Systems 36, 60291-60306, 2023
32023
A bridge between dynamical systems and machine learning: Engineered ordinary differential equations as classification algorithm (eodeca)
R Marino, L Giambagli, L Chicchi, L Buffoni, D Fanelli
arXiv preprint arXiv:2311.10387, 2023
32023
Mobility-based prediction of SARS-CoV-2 spreading
L Chicchi, L Giambagli, L Buffoni, D Fanelli
arXiv preprint arXiv:2102.08253, 2021
22021
Automatic input feature relevance via spectral neural networks
L Chicchi, L Buffoni, D Febbe, L Giambagli, R Marino, D Fanelli
arXiv preprint arXiv:2406.01183, 2024
12024
A journey through reciprocal space: from deep spectral learning to topological signals
L Giambagli
12024
Engineered ordinary differential equations as classification algorithm (eodeca): thorough characterization and testing
R Marino, L Buffoni, L Chicchi, L Giambagli, D Fanelli
arXiv preprint arXiv:2312.14681, 2023
12023
Topology shapes dynamics of higher-order networks
AP Millán, H Sun, L Giambagli, R Muolo, T Carletti, JJ Torres, F Radicchi, ...
Nature Physics, 1-9, 2025
2025
Kernel shape renormalization explains output-output correlations in finite Bayesian one-hidden-layer networks
P Baglioni, L Giambagli, A Vezzani, R Burioni, P Rotondo, R Pacelli
arXiv preprint arXiv:2412.15911, 2024
2024
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