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20162026
most citedGeneralisation error in learning with random features and the hidden manifold model

82 citations · 360 across the 42 of their papers we have counts for

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Showing 2019Show all

2 papers · 1 filter

math.ST2019★ 16 cited

Exact asymptotics for phase retrieval and compressed sensing with random generative priors

Benjamin Aubin, Bruno Loureiro, Antoine Baker +2

We consider the problem of compressed sensing and of (real-valued) phase retrieval with random measurement matrix. We derive sharp asymptotics for the information-theoretically opt…

math.ST2019★ 1 cited

The spiked matrix model with generative priors

Benjamin Aubin, Bruno Loureiro, Antoine Maillard +2

Using a low-dimensional parametrization of signals is a generic and powerful way to enhance performance in signal processing and statistical inference. A very popular and widely ex…