The theoretical understanding of how cavities can control photochemical reactions in the collective coupling regime has also seen significant progress, particularly for polariton-mediated electron transfer reactions where ab initio electronic structure calculations are often not essential to accurately predict reactivity. Important experimental work remains to confirm the collective coupling mechanisms proposed by theorists and to further demonstrate changes in photochemical reactivity in the collective coupling regime for a wider variety of reactions.