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TRAMP: Compositional Inference with TRee Approximate Message Passing

Antoine Baker , Benjamin Aubin , Florent Krzakala , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02983948v1

Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization

Benjamin Aubin , Florent Krzakala , Yue M. Lu , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02983118v1

Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning

Alia Abbara , Benjamin Aubin , Florent Krzakala , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02983936v1
Image document

The committee machine: Computational to statistical gaps in learning a two-layers neural network

Benjamin Aubin , Antoine Maillard , Jean Barbier , Florent Krzakala , Nicolas Macris , et al.
Advances in Neural Information Processing Systems, 2018, 31, pp.3227-3238
Article dans une revue cea-01933130v1
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Mean-field methods and algorithmic perspectives for high-dimensional machine learning

Benjamin Aubin
Disordered Systems and Neural Networks [cond-mat.dis-nn]. Université Paris-Saclay, 2020. English. ⟨NNT : 2020UPASP083⟩
Thèse tel-03125117v1

The spiked matrix model with generative priors

Benjamin Aubin , Bruno Loureiro , Antoine Maillard , Florent Krzakala , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02983943v1

Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning

Alia Abbara , Benjamin Aubin , Florent Krzakala , Lenka Zdeborová
2020
Pré-publication, Document de travail hal-02983934v1
Image document

Storage capacity in symmetric binary perceptrons

Benjamin Aubin , Will Perkins , Lenka Zdeborova
Journal of Physics A: Mathematical and Theoretical, 2019, 52, pp.294003. ⟨10.1088/1751-8121/ab227a⟩
Article dans une revue cea-02009773v1
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Exact asymptotics for phase retrieval and compressed sensing with random generative priors

Benjamin Aubin , Bruno Loureiro , Antoine Baker , Florent Krzakala , Lenka Zdeborová
Proceedings of Machine Learning Research, 2020, 107, pp.55-73
Article dans une revue cea-02529402v2