It's almost like an inversion of the usual image classification problems, where you want to identify the broad strokes of the image while reducing sensitivity to the value of individual pixels. Instead, here, you want to ignore the overall shape of the program (which is likely to be benign) and focus on tiny details to pick up sneaky hostile behaviour.