Pairwise Learning Increases Data Efficiency in Deep Neural Networks

Robert Bain, Marjan Rashidi, Elizabeth Chrastil

Deep neural networks often fail at small-sample regression, collapsing to low-variance predictions that miss individual differences. Here, we introduce a pairwise comparison framew…