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Statistical learning in high dimensions: a rigorous statistical physics approach. (Apprentissage statistique en grandes dimensions: une approche rigoureuse par la physique statistique).

C. Gerbelot. PSL University, Paris, France, (2022)

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Cédric Müller

Cédric Bodet

Cédric Allène

Cédric Joffroy

Cédric Penet

Other publications of authors with the same name

Learning curves of generic features maps for realistic datasets with a teacher-student model.B. Loureiro, C. Gerbelot, H. Cui, S. Goldt, F. Krzakala, M. Mézard, and L. Zdeborová. NeurIPS, page 18137-18151. (2021)Multi-layer State Evolution Under Random Convolutional Design.M. Daniels, C. Gerbelot, F. Krzakala, and L. Zdeborová. NeurIPS, (2022)Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension.B. Loureiro, C. Gerbelot, M. Refinetti, G. Sicuro, and F. Krzakala. ICML, volume 162 of Proceedings of Machine Learning Research, page 14283-14314. PMLR, (2022)Asymptotic Errors for High-Dimensional Convex Penalized Linear Regression beyond Gaussian Matrices.C. Gerbelot, A. Abbara, and F. Krzakala. COLT, volume 125 of Proceedings of Machine Learning Research, page 1682-1713. PMLR, (2020)Learning Gaussian Mixtures with Generalised Linear Models: Precise Asymptotics in High-dimensions.B. Loureiro, G. Sicuro, C. Gerbelot, A. Pacco, F. Krzakala, and L. Zdeborová. CoRR, (2021)Applying statistical learning theory to deep learning.C. Gerbelot, A. Karagulyan, S. Karp, K. Ravichandran, M. Stern, and N. Srebro. CoRR, (2023)Statistical learning in high dimensions: a rigorous statistical physics approach. (Apprentissage statistique en grandes dimensions: une approche rigoureuse par la physique statistique).C. Gerbelot. PSL University, Paris, France, (2022)Learning Gaussian Mixtures with Generalized Linear Models: Precise Asymptotics in High-dimensions.B. Loureiro, G. Sicuro, C. Gerbelot, A. Pacco, F. Krzakala, and L. Zdeborová. NeurIPS, page 10144-10157. (2021)Rigorous Dynamical Mean-Field Theory for Stochastic Gradient Descent Methods.C. Gerbelot, E. Troiani, F. Mignacco, F. Krzakala, and L. Zdeborová. SIAM J. Math. Data Sci., 6 (2): 400-427 (2024)

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Disambiguation of "Gerbelot, Cédric"