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Photometry is all you need: supernova classification as a mixing problem

astro-ph.IM · 2026-05-27 · conditional · novelty 6.0

Photometry-only classification of SNe Ia and Ibc reaches >=90% accuracy by fitting a semi-analytical decay model to light curves and using GMMs on the resulting parameter distributions to estimate mixing fractions without any labeled training data.

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