 The quantum properties of hydrogen atoms in zeolite catalyzed reactions are generally neglected due to high computational costs. Here, the authors leverage machine learning to derive accurate quantum kinetics for proton transfer reactions in heterogeneous catalysis. This article was authored by Massimo Bocas, Ruben Gaumann, Aaron Lamaier, and others.