Cédric Gerbelot

Learning curves of generic features maps for realistic datasets with a teacher-student model*

Bruno Loureiro, Cédric Gerbelot, Hugo Cui et al. · Journal of Statistical Mechanics Theory and Experiment · 2022 · 57 citations · Full text

Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (Or: How to Prove Kabashima’s Replica Formula)

Cédric Gerbelot, Alia Abbara, Florent Krząkała · IEEE Transactions on Information Theory · 2022 · 28 citations · Full text

Spectral Theory, Mathematical Programming, Reconstruction Performance +13

Graph-based approximate message passing iterations

Cédric Gerbelot, Raphaël Berthier · Information and Inference A Journal of the IMA · 2023 · 21 citations · Full text

Capturing the learning curves of generic features maps for realistic data sets with a teacher-student model.

Bruno Loureiro, Cédric Gerbelot, Hugo Cui et al. · arXiv (Cornell University) · 2021 · 20 citations · Full text

Engineering, Machine Learning, Realistic Data Sets +23

Asymptotic errors for convex penalized linear regression beyond Gaussian matrices

Cédric Gerbelot, Alia Abbara, Florent Krząkała · arXiv (Cornell University) · 2020 · 18 citations · Full text

Spectral Theory, Gaussian Matrices, Engineering +14