Universality laws for gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala… - Advances in …, 2024 - proceedings.neurips.cc
A recent line of work in high-dimensional statistics working under the Gaussian mixture
hypothesis has led to a number of results in the context of empirical risk minimization …

Universality laws for Gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala, B Loureiro… - … -seventh Conference on … - openreview.net
A recent line of work in high-dimensional statistics working under the Gaussian mixture
hypothesis has led to a number of results in the context of empirical risk minimization …

Universality laws for Gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala, B Loureiro… - arXiv preprint arXiv …, 2023 - arxiv.org
Let $(x_ {i}, y_ {i}) _ {i= 1,\dots, n} $ denote independent samples from a general mixture
distribution $\sum_ {c\in\mathcal {C}}\rho_ {c} P_ {c}^{x} $, and consider the hypothesis class …

Universality laws for Gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala, B Loureiro… - Proceedings of the 37th …, 2023 - dl.acm.org
A recent line of work in high-dimensional statistics working under the Gaussian mixture
hypothesis has led to a number of results in the context of empirical risk minimization …

Universality laws for Gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala, B Loureiro… - 2023 - hal.science
Let (xi, yi) i= 1,..., n denote independent samples from a general mixture distribution c∈ C ρ
c P xc, and consider the hypothesis class of generalized linear models ŷ= F (Θ x). In this …

Universality laws for Gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala, B Loureiro… - arXiv e …, 2023 - ui.adsabs.harvard.edu
Abstract Let $(x_ {i}, y_ {i}) _ {i= 1,\dots, n} $ denote independent samples from a general
mixture distribution $\sum_ {c\in\mathcal {C}}\rho_ {c} P_ {c}^{x} $, and consider the …

[PDF][PDF] Universality laws for Gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala, B Loureiro… - 2023 - hal.science
Abstract Let (xi, yi) i= 1,..., n denote independent samples from a general mixture
distribution∑ c∈ C ρcPx c, and consider the hypothesis class of generalized linear models …

Universality laws for Gaussian mixtures in generalized linear models

Y Dandi, L Stephan, F Krzakala, B Loureiro… - NeurIPS, 2023 - openreview.net
A recent line of work in high-dimensional statistics working under the Gaussian mixture
hypothesis has led to a number of results in the context of empirical risk minimization …