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François Gaston Ged
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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
672021
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
292021
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
152021
Profile of a self-similar growth-fragmentation
FG Ged
72019
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
62019
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
42022
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
42022
Moran model with simultaneous strong and weak selections: convergence towards a -Wright-Fisher SDE
FG Ged
arXiv preprint arXiv:2003.14092, 2020
12020
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
The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond
MH Veiga, FG Ged
The Mathematics of Machine Learning, 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, ...
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