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06/11/2020
Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula)
There has been a recent surge of interest in the study of asymptotic rec...
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02/11/2020
Asymptotic errors for convex penalized linear regression beyond Gaussian matrices
We consider the problem of learning a coefficient vector x_0 in R^N from...
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12/25/2019
Learning performance in inverse Ising problems with sparse teacher couplings
We investigate the learning performance of the pseudolikelihood maximiza...
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12/05/2019
Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning
Statistical learning theory provides bounds of the generalization gap, u...
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06/11/2019