Your Skip Connection Is Half of Newton

A residual block x + F(x) is one forward-Euler step: depth is time, the block is a velocity, position moves directly. That is half of Newtonian mechanics. A planet does not update position from force; force updates velocity, velocity updates position, and that split is why orbits are stable. So what does the missing half cost a deep network? We let the physics make three predictions about trained…