Catalytic processes often involve a multitude of variables including temperature, pressure, and reactant concentrations. The stochastic nature of molecular interactions further complicates these systems. Probabilistic models help in capturing these complexities by incorporating randomness and providing a more realistic representation of the catalytic processes.