Open Access

Table 1

Summary of our inputs for the LSTM dataset used for training, validation, and testing.

Theoretical SN Ia models W7, N100, Sub-Ch, merger
Empirical SN Ia model SNEMO15
Light curve coverage ∼3.4 to 70.0 rest-frame days
after explosion
Absolute mag (rest-frame u) −17.9 to −19.7
Absolute mag (rest-frame g) −18.7 to −19.7
Time delay 0 to 150 days
Detection of first image At latest 5 days after peak
Cadence 1,2,3 days ± 4 hours
Missing data points 0–50%
Band / filter LSST i band2
Mean single-epoch 5σ depth 24.5 mag
Noise calculation See Appendix A
max. σi(tk) 2 mag
Moon phase Random
Source redshift zs 0.17–1.34 following OM10

Source and lens redshift (0.77, 0.30), (0.97, 0.47),
(zs, zd) only for microlensing (0.53, 0.13), (0.94, 0.20),
(0.60, 0.42)

(0.37, 0.35), (0.27, 0.24),
(κ,γ) (0.46, 0.48), (0.69, 0.7),
(0.90, 0.90), (0.52, 0.53)

s 0.4, 0.6, 0.8

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