astro-ph.IM, astro-ph.SR, cs.LG, stat.ML

Why Machine Learning Models Systematically Underestimate Extreme Values II: How to Fix It with LatentNN

arXiv:2512.23138v2 Announce Type: replace-cross
Abstract: Attenuation bias — the systematic underestimation of regression coefficients due to measurement errors in input variables — affects astronomical data-driven models. For linear regression, thi…