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Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula)


Jul 01, 2020
Cedric Gerbelot, Alia Abbara, Florent Krzakala

* 15 pages main text and references, 23 pages supplementary material, 2 figures 

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Asymptotic errors for convex penalized linear regression beyond Gaussian matrices


Feb 11, 2020
CĂ©dric Gerbelot, Alia Abbara, Florent Krzakala

* 31 pages, 2 figures 

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Learning performance in inverse Ising problems with sparse teacher couplings


Dec 25, 2019
Alia Abbara, Yoshiyuki Kabashima, Tomoyuki Obuchi, Yingying Xu

* 27 pages, 7 figures 

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


Dec 05, 2019
Alia Abbara, Benjamin Aubin, Florent Krzakala, Lenka Zdeborová

* 15 + 10 pages 

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On the Universality of Noiseless Linear Estimation with Respect to the Measurement Matrix


Jun 11, 2019
Alia Abbara, Antoine Baker, Florent Krzakala, Lenka Zdeborová

* 13 pages, 4 figures 

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