Neural tangent kernel: Convergence and generalization in neural networks A Jacot, F Gabriel, C Hongler Advances in neural information processing systems 31, 2018 | 2972 | 2018 |
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 | 205 | 2020 |
Implicit regularization of random feature models A Jacot, B Simsek, F Spadaro, C Hongler, F Gabriel International Conference on Machine Learning, 4631-4640, 2020 | 88 | 2020 |
Geometric stochastic heat equations Y Bruned, F Gabriel, M Hairer, L Zambotti Journal of the American Mathematical Society 35 (1), 1-80, 2022 | 53 | 2022 |
Kernel alignment risk estimator: Risk prediction from training data A Jacot, B Simsek, F Spadaro, C Hongler, F Gabriel Advances in neural information processing systems 33, 15568-15578, 2020 | 53 | 2020 |
Saddle-to-saddle dynamics in deep linear networks: Small initialization training, symmetry, and sparsity A Jacot, F Ged, B Şimşek, C Hongler, F Gabriel arXiv preprint arXiv:2106.15933, 2021 | 29 | 2021 |
The Makeenko–Migdal equation for Yang–Mills theory on compact surfaces BK Driver, F Gabriel, BC Hall, T Kemp Communications in Mathematical Physics 352 (3), 967-978, 2017 | 29 | 2017 |
The asymptotic spectrum of the hessian of dnn throughout training A Jacot, F Gabriel, C Hongler arXiv preprint arXiv:1910.02875, 2019 | 27 | 2019 |
Combinatorial theory of permutation-invariant random matrices I: Partitions, geometry and renormalization F Gabriel arXiv preprint arXiv:1503.02792, 2015 | 21 | 2015 |
Freeness over the diagonal for large random matrices B Au, G Cébron, A Dahlqvist, F Gabriel, C Male | 19* | 2021 |
Freeze and chaos for dnns: an ntk view of batch normalization, checkerboard and boundary effects A Jacot, F Gabriel, C Hongler arXiv preprint arXiv:1907.05715 6, 2019 | 18 | 2019 |
The generalized master fields G Cébron, A Dahlqvist, F Gabriel Journal of Geometry and Physics 119, 34-53, 2017 | 18* | 2017 |
Combinatorial theory of permutation-invariant random matrices II: cumulants, freeness and Levy processes F Gabriel arXiv preprint arXiv:1507.02465, 2015 | 18 | 2015 |
Deep linear networks dynamics: Low-rank biases induced by initialization scale and l2 regularization A Jacot, F Ged, F Gabriel, B Simsek, C Hongler arXiv preprint arXiv:2106.15933 3, 2021 | 15 | 2021 |
Insider trading with penalties S Carré, P Collin-Dufresne, F Gabriel Journal of Economic Theory 203, 105461, 2022 | 10 | 2022 |
Freeness of type and conditional freeness for random matrices G Cébron, A Dahlqvist, F Gabriel arXiv preprint arXiv:2205.01926, 2022 | 10 | 2022 |
Feature Learning in -regularized DNNs: Attraction/Repulsion and Sparsity A Jacot, E Golikov, C Hongler, F Gabriel Advances in Neural Information Processing Systems 35, 6763-6774, 2022 | 9 | 2022 |
A combinatorial theory of random matrices III: random walks on S (N), ramified coverings and the S (∞) Yang-Mills measure F Gabriel arXiv preprint arXiv:1510.01046, 2015 | 9 | 2015 |
Planar Markovian holonomy fields F Gabriel arXiv preprint arXiv:1501.05077, 2015 | 7* | 2015 |
Traffic-partition correspondence G Cébron, A Dahlqvist, F Gabriel, C Male Work in progress, 0 | 7 | |