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

Bernard Georges, Mohamed Karim Belaid, Manuel Rodrigues

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…