| Scaling description of generalization with number of parameters in deep learning M Geiger, A Jacot, S Spigler, F Gabriel, L Sagun, S d’Ascoli, G Biroli, ... Journal of Statistical Mechanics: Theory and Experiment 2020 (2), 023401, 2020 | 103 | 2020 |
| A jamming transition from under-to over-parametrization affects generalization in deep learning S Spigler, M Geiger, S d’Ascoli, L Sagun, G Biroli, M Wyart Journal of Physics A: Mathematical and Theoretical 52 (47), 474001, 2019 | 97* | 2019 |
| Jamming transition as a paradigm to understand the loss landscape of deep neural networks M Geiger, S Spigler, S d'Ascoli, L Sagun, M Baity-Jesi, G Biroli, M Wyart Physical Review E 100 (1), 012115, 2019 | 88 | 2019 |
| Electromagnetic Emission from Supermassive Binary Black Holes Approaching Merger S d'Ascoli, SC Noble, DB Bowen, M Campanelli, JH Krolik, V Mewes The Astrophysical Journal 865 (2), 2018 | 47 | 2018 |
| Double trouble in double descent: Bias and variance (s) in the lazy regime S d'Ascoli, M Refinetti, G Biroli, F Krzakala International Conference on Machine Learning, 2020 | 43 | 2020 |
| Convit: Improving vision transformers with soft convolutional inductive biases S d'Ascoli, H Touvron, M Leavitt, A Morcos, G Biroli, L Sagun International Conference on Machine Learning, 2021 | 32 | 2021 |
| Triple descent and the two kinds of overfitting: Where & why do they appear? S d'Ascoli, L Sagun, G Biroli Advances in Neural Information Processing Systems, 2020 | 22 | 2020 |
| Finding the Needle in the Haystack with Convolutions: on the benefits of architectural bias S d'Ascoli, L Sagun, G Biroli, J Bruna Advances in Neural Information Processing Systems, 9334-9345, 2019 | 11 | 2019 |
| The dynamics of learning with feedback alignment M Refinetti, S d'Ascoli, R Ohana, S Goldt International Conference on Machine Learning, 2020 | 5 | 2020 |
| Transformed CNNs: recasting pre-trained convolutional layers with self-attention S d'Ascoli, L Sagun, G Biroli, A Morcos arXiv preprint arXiv:2106.05795, 2021 | 1 | 2021 |
| Conditioned Text Generation with Transfer for Closed-Domain Dialogue Systems S D’ascoli, A Coucke, F Caltagirone, A Caulier, M Lelarge International Conference on Statistical Language and Speech Processing, 23-34, 2020 | 1* | 2020 |
| Comprendre la révolution de l'intelligence artificielle S d'Ascoli First, 2020 | 1 | 2020 |
| Align, then memorise: the dynamics of learning with feedback alignment M Refinetti, S d’Ascoli, R Ohana, S Goldt International Conference on Machine Learning, 8925-8935, 2021 | | 2021 |
| Voyage au Coeur de l'Espace-Temps S d'Ascoli, A Touati First, 2021 | | 2021 |
| More data or more parameters? Investigating the effect of data structure on generalization S d'Ascoli, M Gabrié, L Sagun, G Biroli arXiv preprint arXiv:2103.05524, 2021 | | 2021 |
| L'intelligence artificielle en 5 minutes par jour S d'Ascoli | | 2020 |
| Light from Inspiraling Binary Black Holes with Magnetized Mini-disks S Noble, S d'Ascoli, M Campanelli, D Bowen, J Krolik, V Mewes APS April Meeting Abstracts 2018, D16. 007, 2018 | | 2018 |
| Magnetized Mini-Disk Simulations about Binary Black Holes S Noble, DB Bowen, S d'Ascoli, V Mewes, M Campanelli, J Krolik American Astronomical Society Meeting Abstracts# 231 231, 124.07, 2018 | | 2018 |
Giulio BiroliProfessor of Theoretical Physics, ENS ParisVerified email at cea.fr
