Modelling the influence of data structure on learning in neural
networks: the hidden manifold model

Modelling the influence of data structure on learning in neural networks: the hidden manifold model

25 September 2019

Sebastian Goldt

Florent Krzakala

Lenka Zdeborová

Papers citing "Modelling the influence of data structure on learning in neural networks: the hidden manifold model"

12 / 12 papers shown

Title
Effects of Data Geometry in Early Deep Learning Saket Tiwari G. Konidaris 59 7 0 29 Dec 2022
Quantifying Relevance in Learning and Inference M. Marsili Y. Roudi 6 18 0 01 Feb 2022
The emergence of a concept in shallow neural networks E. Agliari Francesco Alemanno Adriano Barra G. D. Marzo 16 39 0 01 Sep 2021
Learning curves of generic features maps for realistic datasets with a teacher-student model Bruno Loureiro Cédric Gerbelot Hugo Cui Sebastian Goldt Florent Krzakala M. Mézard Lenka Zdeborová 15 135 0 16 Feb 2021
Deep Networks and the Multiple Manifold Problem Sam Buchanan D. Gilboa John N. Wright 166 39 0 25 Aug 2020
Geometric compression of invariant manifolds in neural nets J. Paccolat Leonardo Petrini Mario Geiger Kevin Tyloo M. Wyart MLT 47 34 0 22 Jul 2020
Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent Mehdi Abbana Bennani Thang Doan Masashi Sugiyama CLL 42 61 0 21 Jun 2020
Fractional Deep Neural Network via Constrained Optimization Harbir Antil R. Khatri R. Löhner Deepanshu Verma 18 29 0 01 Apr 2020
Double Trouble in Double Descent : Bias and Variance(s) in the Lazy Regime Stéphane dÁscoli Maria Refinetti Giulio Biroli Florent Krzakala 83 152 0 02 Mar 2020
Generalisation error in learning with random features and the hidden manifold model Federica Gerace Bruno Loureiro Florent Krzakala M. Mézard Lenka Zdeborová 22 165 0 21 Feb 2020
Robustness of Bayesian Neural Networks to Gradient-Based Attacks Ginevra Carbone Matthew Wicker Luca Laurenti A. Patané Luca Bortolussi G. Sanguinetti AAML 16 77 0 11 Feb 2020
Hidden Unit Specialization in Layered Neural Networks: ReLU vs. Sigmoidal Activation Elisa Oostwal Michiel Straat Michael Biehl MLT 56 54 0 16 Oct 2019