Photo-zSNthesis is a convolutional neural network model that predicts full PDFs for type Ia supernovae redshifts from photometry (lightcurves) alone. For more details and results, see Photo-zSNthesis: Converting Type Ia Supernova Lightcurves to Redshift Estimates via Deep Learning.
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