Confusion matrices for the ATAT model trained exclusively on light curves and the best-performing SwinV2 model, both of which use the ELAsTiCC dataset. The black lines delineate the three main groups of objects used in the ATAT paper: the transient, stochastic, and periodic groups, from left to right, respectively. Standard deviations are displayed for values greater than or equal to 0.05.