Geometry of the loss landscape in overparameterized neural networks: Symmetries and invariances B Simsek, F Ged, A Jacot, F Spadaro, C Hongler, W Gerstner, J Brea
International Conference on Machine Learning, 9722-9732, 2021
70 2021 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
32 2021 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 Profile of a self-similar growth-fragmentation FG Ged
8 2019 Order and chaos: NTK views on DNN normalization, checkerboard and boundary artifacts A Jacot, F Gabriel, F Ged, C Hongler
arXiv preprint arXiv:1907.05715, 2019
6 2019 Intrinsic area near the origin for self-similar growth-fragmentations and related random surfaces FG Ged
Annales de l'Institut Henri Poincare (B) Probabilites et statistiques 58 (2 …, 2022
5 2022 Freeze and chaos: Ntk views on dnn normalization, checkerboard and boundary artifacts A Jacot, F Gabriel, F Ged, C Hongler
Mathematical and Scientific Machine Learning, 257-270, 2022
4 2022 Moran model with simultaneous strong and weak selections: convergence towards a -Wright-Fisher SDE FG Ged
arXiv preprint arXiv:2003.14092, 2020
1 2020 The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond MH Veiga, FG Ged
Walter de Gruyter GmbH & Co KG, 2024
2024 The Loss Landscape of Shallow ReLU-like Neural Networks: Stationary Points, Saddle Escaping, and Network Embedding Z Wu, B Simsek, F Ged
arXiv preprint arXiv:2402.05626, 2024
2024 Matryoshka Policy Gradient for Entropy-Regularized RL: Convergence and Global Optimality F Ged, MH Veiga
arXiv preprint arXiv:2303.12785, 2023
2023 Mathematical Foundations of Machine Learning MH Veiga, FG Ged
2022 Intrinsic area of self-similar growth-fragmentations and Moran model undergoing strong selection F Ged
University of Zurich, 2020
2020 CSFT JR Fageot, LS Field, FR Gabriel, FG Ged, E Golikov, LPA Hardiman, ...