FDSML: Formula-Driven Supervised Metric Learning with Parameter-Aware Triplet Loss.

arXiv:2610.39423v1 Announce Type: cross Abstract: Formula-Driven Supervised Learning (FDSL) enables vision pre-training without real images, but existing methods cast pre-training as classification on discretized labels, discarding continuity in the generative