So, two observations. First, how does this compare to the naive method of SGD with differentiation defined using something like simplex search?

The second question, if this is fully differentiate, how do you define the existence of an polytope in a scene in differentiable way? Is the input space for a given parameter optimization limited to material or phong / specular parameters?