Efficient Pairwise Difference Learning: A Comparative Study of Encoding Strategies and Training Pair Selection.

arXiv:2610.21644v1 Announce Type: cross Abstract: Pairwise Difference Learning for Classification (PDC) enhances supervised learning in low-data regimes by training a binary similarity classifier on pairs of instances rather than individual samples, effectivel