Heatmap from Scientific Research

A purely discriminative model can fail to generalize when previously non-informative features become informative in a novel context. During learning in the initial contexts, packaging was non-discriminative (left). Thus, the distance is zero between otherwise-identical alternatives learned in separate contexts (middle). This leads to generalization failure when these alternatives are brought together in a novel context (right).

DOI