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Mauro Pastore
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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
35*2023
Statistical learning theory of structured data
M Pastore, P Rotondo, V Erba, M Gherardi
Physical Review E 102 (3), 032119, 2020
232020
Beyond the storage capacity: data-driven satisfiability transition
P Rotondo, M Pastore, M Gherardi
Physical Review Letters 125 (12), 120601, 2020
212020
Self-induced glassy phase in multimodal cavity quantum electrodynamics
V Erba, M Pastore, P Rotondo
Physical Review Letters 126 (18), 183601, 2021
102021
Satisfiability transition in asymmetric neural networks
F Aguirre-López, M Pastore, S Franz
Journal of Physics A: Mathematical and Theoretical 55 (30), 305001, 2022
72022
Large deviations of the free energy in the -spin glass spherical model
M Pastore, A Di Gioacchino, P Rotondo
Physical Review Research 1 (3), 033116, 2019
72019
Critical properties of the SAT/UNSAT transitions in the classification problem of structured data
M Pastore
Journal of Statistical Mechanics: Theory and Experiment 2021 (11), 113301, 2021
52021
Random features and polynomial rules
F Aguirre-López, S Franz, M Pastore
arXiv preprint arXiv:2402.10164, 2024
32024
Effective mesonic theory for the’t Hooft model on the lattice
S Caracciolo, M Pastore
Annals of Physics 403, 152-183, 2019
22019
Feature learning in finite-width Bayesian deep linear networks with multiple outputs and convolutional layers
F Bassetti, M Gherardi, A Ingrosso, M Pastore, P Rotondo
arXiv preprint arXiv:2406.03260, 2024
12024
Replicas in complex systems: applications to large deviations and neural networks
M Pastore
Università degli Studi di Milano, 2020
12020
Restoring balance: principled under/oversampling of data for optimal classification
E Loffredo, M Pastore, S Cocco, R Monasson
arXiv preprint arXiv:2405.09535, 2024
2024
Restoring data balance via generative models of T-cell receptors for antigen-binding prediction
E Loffredo, M Pastore, S Cocco, R Monasson
bioRxiv, 2024.07. 10.602897, 2024
2024
The QCD partition function and Chiral Random Matrices
M Pastore
2020
Lattice QCD effective action with Bogoliubov transformations
S Caracciolo, M Pastore
arXiv preprint arXiv:1811.07523, 2018
2018
Lattice QCD2 effective action with Bogoliubov transformations
M Pastore
2018
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Articles 1–16