Alia Abbara

activity

20192026

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

30 citations · 114 across the 12 of their papers we have counts for

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stat.ML2020★ 30 cited

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

Cedric Gerbelot, Alia Abbara, Florent Krzakala

There has been a recent surge of interest in the study of asymptotic reconstruction performance in various cases of generalized linear estimation problems in the teacher-student se…

stat.ML2020★ 18 cited

Asymptotic errors for convex penalized linear regression beyond Gaussian matrices

Cédric Gerbelot, Alia Abbara, Florent Krzakala

We consider the problem of learning a coefficient vector $x_{0}$ in $R^{N}$ from noisy linear observations $y = F x_{0} + w$ in $R^{M}$ in the high dimensional limit $M, N$ to infinity w…