21 citations · 58 across the 10 of their papers we have counts for
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cs.IT2025
Storage capacity of perceptron with variable selection
Yingying Xu, Masayuki Ohzeki, Yoshiyuki Kabashima
A central challenge in machine learning is to distinguish genuine structure from chance correlations in high-dimensional data. In this work, we address this issue for the perceptro…
cs.IT2016★ 1 cited
Statistical mechanics analysis of thresholding 1-bit compressed sensing
Yingying Xu, Yoshiyuki Kabashima
The one-bit compressed sensing framework aims to reconstruct a sparse signal by only using the sign information of its linear measurements. To compensate for the loss of scale info…
cs.IT2013★ 7 cited
Statistical mechanics approach to 1-bit compressed sensing
Yingying Xu, Yoshiyuki Kabashima
Compressed sensing is a technique for recovering a high-dimensional signal from lower-dimensional data, whose components represent partial information about the signal, utilizing p…