Branches of a Tree: Taking Derivatives of Programs with Discrete and Branching Randomness in High Energy Physics

Michael Kagan, Lukas Heinrich

We propose to apply several gradient estimation techniques to enable the differentiation of programs with discrete randomness in High Energy Physics. Such programs are common in Hi…