Phylogenetic networks are essential models for representing evolutionary history, particularly in studies of genome evolution involving reticulation events. Due to their complex structures, inferring phylogenetic networks for a large number of taxa is highly challenging. To better understand the whole space of phylogenetic networks, we derive closed-form formulas for counting binary phylogenetic networks with two and three reticulation events.