Fig. 4: Our inference network.
From: CIGaRS I: combined simulation-based inference from type Ia supernovae and host photometry
The network combines a conditioned deep set++ (using residual connections and set normalization)49,75,76 with standard feed-forward ratio estimators to infer simultaneously the global and population parameters in our forward model and all object-specific properties from a catalogue containing summary statistics for type Ia supernovae (with uncertainties) and photometry of their hosts.
