Photo-z performance on bias (left column), scatter (middle column), and outlier rate (right column) for equally spaced magnitude bins (δi = 0.5) up to i < 25 mag for the NNs (top row) and BNNs (bottom row) evaluated on the GalaxiesML test set. The gray shaded areas correspond to the LSST science goals. The bias performance for all models is around the LSST bias requirement for sources brighter than i < 23 mag. The photo-z scatter and outlier rates increase consistently for fainter sources.