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The Gaussian equivalence of generative models for learning with two-layer neural networks

 Sebastian Goldt , Galen Reeves , Marc Mezard , Florent Krzakala , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02984902v1
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Modelling the influence of data structure on learning in neural networks: the hidden manifold model

 Sebastian Goldt , Marc Mézard , Florent Krzakala , Lenka Zdeborová
Physical Review X, 2020, 10 (4), pp.041044. ⟨10.1103/PhysRevX.10.041044⟩
Article dans une revue cea-02529246v1
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Generalisation dynamics of online learning in over-parameterised neural networks

 Sebastian Goldt , Madhu S. Advani , Andrew M. Saxe , Florent Krzakala , Lenka Zdeborova
2019
Pré-publication, Document de travail cea-02009764v1

The Gaussian equivalence of generative models for learning with two-layer neural networks

 Sebastian Goldt , Galen Reeves , Marc Mezard , Florent Krzakala , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02984900v1
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Dynamics of stochastic gradient descent for two-layer neural networks in the teacher–student setup

 Sebastian Goldt , Madhu S Advani , Andrew M Saxe , Florent Krzakala , Lenka Zdeborová
Journal of Statistical Mechanics: Theory and Experiment, 2020, 2020 (12), pp.124010. ⟨10.1088/1742-5468/abc61e⟩
Article dans une revue hal-03289916v1

The Gaussian equivalence of generative models for learning with two-layer neural networks

 Sebastian Goldt , Galen Reeves , Marc Mezard , Florent Krzakala , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02984903v1
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