Cédric Gerbelot

22 papers A* 5Journal 16

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Asymptotics of Non-Convex Generalized Linear Models in High-Dimensions: A proof of the replica formula. CoRR Matteo Vilucchio, Yatin Dandi, Cédric Gerbelot, Florent Krzakala
2024	J	`jnl`	High-dimensional optimization for multi-spiked tensor PCA. CoRR Gérard Ben Arous, Cédric Gerbelot, Vanessa Piccolo
2024	J	`jnl`	Permutation recovery of spikes in noisy high-dimensional tensor estimation. CoRR Gérard Ben Arous, Cédric Gerbelot, Vanessa Piccolo
2024	J	`jnl`	Rigorous Dynamical Mean-Field Theory for Stochastic Gradient Descent Methods. SIAM J. Math. Data Sci. Cédric Gerbelot, Emanuele Troiani, Francesca Mignacco, Florent Krzakala, Lenka Zdeborová
2024	J	`jnl`	Stochastic gradient descent in high dimensions for multi-spiked tensor PCA. CoRR Gérard Ben Arous, Cédric Gerbelot, Vanessa Piccolo
2023	J	`jnl`	Applying statistical learning theory to deep learning. CoRR Cédric Gerbelot, Avetik Karagulyan, Stefani Karp, Kavya Ravichandran, Menachem Stern, Nathan Srebro
2023	J	`jnl`	Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (Or: How to Prove Kabashima's Replica Formula). IEEE Trans. Inf. Theory Cédric Gerbelot, Alia Abbara, Florent Krzakala
2023	J	`jnl`	Learning curves for the multi-class teacher-student perceptron. Mach. Learn. Sci. Technol. Elisabetta Cornacchia, Francesca Mignacco, Rodrigo Veiga, Cédric Gerbelot, Bruno Loureiro, Lenka Zdeborová
2022	A*	`conf`	Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension. ICML Bruno Loureiro, Cédric Gerbelot, Maria Refinetti, Gabriele Sicuro, Florent Krzakala
2022	J	`jnl`	Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension. CoRR Bruno Loureiro, Cédric Gerbelot, Maria Refinetti, Gabriele Sicuro, Florent Krzakala
2022	J	`jnl`	Learning curves for the multi-class teacher-student perceptron. CoRR Elisabetta Cornacchia, Francesca Mignacco, Rodrigo Veiga, Cédric Gerbelot, Bruno Loureiro, Lenka Zdeborová
2022	A*	`conf`	Multi-layer State Evolution Under Random Convolutional Design. NeurIPS Max Daniels, Cédric Gerbelot, Florent Krzakala, Lenka Zdeborová
2022	J	`jnl`	Multi-layer State Evolution Under Random Convolutional Design. CoRR Max Daniels, Cédric Gerbelot, Florent Krzakala, Lenka Zdeborová
2022	J	`jnl`	Rigorous dynamical mean field theory for stochastic gradient descent methods. CoRR Cédric Gerbelot, Emanuele Troiani, Francesca Mignacco, Florent Krzakala, Lenka Zdeborová
2022	—	`—`	Statistical learning in high dimensions: a rigorous statistical physics approach. (Apprentissage statistique en grandes dimensions: une approche rigoureuse par la physique statistique). Cédric Gerbelot
2021	J	`jnl`	Capturing the learning curves of generic features maps for realistic data sets with a teacher-student model. CoRR Bruno Loureiro, Cédric Gerbelot, Hugo Cui, Sebastian Goldt, Florent Krzakala, Marc Mézard, Lenka Zdeborová
2021	J	`jnl`	Graph-based Approximate Message Passing Iterations. CoRR Cédric Gerbelot, Raphaël Berthier
2021	J	`jnl`	Learning Gaussian Mixtures with Generalised Linear Models: Precise Asymptotics in High-dimensions. CoRR Bruno Loureiro, Gabriele Sicuro, Cédric Gerbelot, Alessandro Pacco, Florent Krzakala, Lenka Zdeborová
2021	A*	`conf`	Learning Gaussian Mixtures with Generalized Linear Models: Precise Asymptotics in High-dimensions. NeurIPS Bruno Loureiro, Gabriele Sicuro, Cédric Gerbelot, Alessandro Pacco, Florent Krzakala, Lenka Zdeborová
2021	A*	`conf`	Learning curves of generic features maps for realistic datasets with a teacher-student model. NeurIPS Bruno Loureiro, Cédric Gerbelot, Hugo Cui, Sebastian Goldt, Florent Krzakala, Marc Mézard, Lenka Zdeborová
2020	A*	`conf`	Asymptotic Errors for High-Dimensional Convex Penalized Linear Regression beyond Gaussian Matrices. COLT Cédric Gerbelot, Alia Abbara, Florent Krzakala
2020	J	`jnl`	Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula). CoRR Cédric Gerbelot, Alia Abbara, Florent Krzakala