The rates for representing the class of functionsGD via DReLU layers is sharpuptoconstants,asshownbymatchinglowerbounds.

A single capsule is wired to represent a single entity, and its vector/matrix may learn to encode its pose w.r.t the coordinate frame imposed byanobserver.