A higher C(y i , y j ; x) is assigned if y i and y j is a more confusing type pair (i.e., more easily mislabeled by the current model).
the costsensitive regularizer will make the training procedure pay more attention to distinguish between confusing type pairs because they have larger impact on the training loss.