2 papers
cs.LG2026
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…
cs.AI2026
Inferring continuous cognitive traits from limited neuroimaging data using pairwise convolutional neural networks
Marjan Rashidi, Robert Bain, Craig Stark +3
Individual differences in cognitive abilities vary widely, yet the structural brain features supporting these differences remain poorly understood. Traditional brain-behavior analy…