| Unreasonable effectiveness of learning neural networks: From accessible states and robust ensembles to basic algorithmic schemes C Baldassi, C Borgs, JT Chayes, A Ingrosso, C Lucibello, L Saglietti, ... Proceedings of the National Academy of Sciences 113 (48), E7655-E7662, 2016 | 227 | 2016 |
| Gaussian process prior variational autoencoders FP Casale, A Dalca, L Saglietti, J Listgarten, N Fusi Advances in neural information processing systems 31, 2018 | 195 | 2018 |
| Subdominant dense clusters allow for simple learning and high computational performance in neural networks with discrete synapses C Baldassi, A Ingrosso, C Lucibello, L Saglietti, R Zecchina Physical review letters 115 (12), 128101, 2015 | 195 | 2015 |
| Local entropy as a measure for sampling solutions in constraint satisfaction problems C Baldassi, A Ingrosso, C Lucibello, L Saglietti, R Zecchina Journal of Statistical Mechanics: Theory and Experiment 2016 (2), 023301, 2016 | 82 | 2016 |
| Probing transfer learning with a model of synthetic correlated datasets F Gerace, L Saglietti, S Sarao Mannelli, A Saxe, L Zdeborová Machine Learning: Science and Technology 3 (1), 015030, 2022 | 49 | 2022 |
| An analytical theory of curriculum learning in teacher-student networks L Saglietti, S Mannelli, A Saxe Advances in Neural Information Processing Systems 35, 21113-21127, 2022 | 44 | 2022 |
| Learning may need only a few bits of synaptic precision C Baldassi, F Gerace, C Lucibello, L Saglietti, R Zecchina Physical Review E 93 (5), 052313, 2016 | 39 | 2016 |
| Magnetic Field Trapping in MgB Bulks and Inserts E Perini, G Giunchi, L Saglietti, AF Albisetti, A Matrone, V Cavaliere IEEE transactions on applied superconductivity 21 (3), 2690-2693, 2010 | 39 | 2010 |
| Star-shaped space of solutions of the spherical negative perceptron BL Annesi, C Lauditi, C Lucibello, EM Malatesta, G Perugini, F Pittorino, ... Physical Review Letters 131 (22), 227301, 2023 | 32 | 2023 |
| Solvable model for inheriting the regularization through knowledge distillation L Saglietti, L Zdeborová Mathematical and Scientific Machine Learning, 809-846, 2022 | 28 | 2022 |
| Superconducting Joints Between Wires and Bulks G Giunchi, L Saglietti, G Ripamonti, AF Albisetti, E Bassani, E Perini IEEE Transactions on Applied Superconductivity 20 (3), 1524-1527, 2010 | 28 | 2010 |
| Role of synaptic stochasticity in training low-precision neural networks C Baldassi, F Gerace, HJ Kappen, C Lucibello, L Saglietti, E Tartaglione, ... Physical review letters 120 (26), 268103, 2018 | 27 | 2018 |
| How transformers learn structured data: insights from hierarchical filtering J Garnier-Brun, M Mézard, E Moscato, L Saglietti arXiv preprint arXiv:2408.15138, 2024 | 15 | 2024 |
| Generalized approximate survey propagation for high-dimensional estimation C Lucibello, L Saglietti, Y Lu International Conference on Machine Learning, 4173-4182, 2019 | 15 | 2019 |
| The Mg2B25 formation and its role in the preparation of bulk MgB2 superconductors AF Albisetti, L Saglietti, E Perini, C Schiavone, G Ripamonti, G Giunchi Solid state sciences 14 (11-12), 1632-1635, 2012 | 15 | 2012 |
| Boron Purity Effects on Structural Properties of the Obtained by Mg-Reactive Liquid Infiltration L Saglietti, E Perini, G Ripamonti, E Bassani, G Carcano, G Giunchi IEEE transactions on applied superconductivity 19 (3), 2739-2743, 2009 | 15 | 2009 |
| Hollow Wires and Cables Embedded in a Mg Alloy Matrix G Giunchi, L Saglietti, AF Albisetti, E Perini, C Schiavone, G Ripamonti, ... IEEE transactions on applied superconductivity 23 (3), 6200605-6200605, 2012 | 14 | 2012 |
| Tilting the odds at the lottery: the interplay of overparameterisation and curricula in neural networks SS Mannelli, Y Ivashynka, A Saxe, L Saglietti Journal of Statistical Mechanics: Theory and Experiment 2024 (11), 114001, 2024 | 9 | 2024 |
| Large deviations in the perceptron model and consequences for active learning H Cui, L Saglietti, L Zdeborová Machine Learning: Science and Technology 2 (4), 045001, 2021 | 9 | 2021 |
| Doping by Rare-Earth Metals and Borides L Saglietti, E Perini, AF Albisetti, G Ripamonti, C Schiavone, G Giunchi IEEE transactions on applied superconductivity 22 (3), 6200504-6200504, 2011 | 9 | 2011 |
Carlo LucibelloAssociate Professor, Bocconi UniversityVerified email at unibocconi.it
