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Fig. C.1.


ROC curves showing the performance of networks trained on one LSR of m12i and applied to a different LSR. The networks are trained and tested on the subset of stars in the catalogs that have small parallax errors and use the photometric information in addition to the 5D kinematic information. The photometric data generalizes better between catalogs, so the reduction in performance is not as bad as the kinematics-only networks shown in Fig. 6.

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