Table C.1.
Metrics for the EWS, with the paired labels approach.
CSMR | CCR | DLNN | nnpz | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
NMAD | fout | bias | NMAD | fout | bias | NMAD | fout | bias | NMAD | fout | bias | ||
C16 | z | 0.07 | 24% | −0.03 | 0.06 | 20% | −0.03 | 0.07 | 22% | −0.03 | 0.06 | 18% | −0.04 |
M⋆ | 0.25 | 20% | −0.10 | 0.24 | 20% | −0.08 | 0.25 | 21% | −0.09 | 0.23 | 17% | −0.01 | |
SFR | 0.82 | 34% | −0.05 | 0.80 | 33% | −0.04 | 0.83 | 35% | −0.11 | 0.70 | 28% | 0.16 | |
C25 | z | 0.07 | 24% | −0.03 | 0.06 | 20% | −0.03 | 0.07 | 25% | −0.03 | 0.06 | 18% | −0.04 |
M⋆ | 0.25 | 21% | −0.11 | 0.24 | 21% | −0.08 | 0.25 | 21% | −0.09 | 0.22 | 17% | −0.05 | |
SFR | 0.82 | 34% | −0.08 | 0.80 | 33% | −0.07 | 0.82 | 34% | 0.03 | 0.69 | 28% | 0.14 | |
EDF | z | 0.06 | 21% | −0.01 | 0.05 | 17% | −0.01 | 0.07 | 22% | −0.03 | 0.05 | 16% | −0.02 |
M⋆ | 0.21 | 22% | −0.03 | 0.19 | 20% | −0.05 | 0.22 | 23% | −0.08 | 0.19 | 17% | 0.01 | |
SFR | 0.79 | 30% | −0.06 | 0.75 | 28% | −0.09 | 0.81 | 31% | −0.12 | 0.65 | 25% | −0.09 |
Notes. The leftmost column refers to the training (reference) sample, i.e., C25 means a model trained with features and labels from the C25 simulated auxiliary field. All the models are then tested on features from the EWS simulation and ground truth labels. The reported metrics are the ones presented in Sect. 3.6. We are not reporting the paired labels EWS row as it is the same as the mixed labels T.lab. Wide-Wide case in Figs. 5–7 and Table 5. M⋆ refers to log10(M⋆/M⊙), SFR to log10 (SFR/M⊙ yr−1).
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