The emerging field of polariton photochemistry has seen tremendous growth over the past decade due to numerous experimental and theoretical advancements. The theoretical and computational investigations of polaritonic photochemistry thus far underpin the great potential for using cavities to control photochemical reactivity. This section aims to highlight these advancements and offer insight into the various mechanisms that light-matter coupling provides for modifying photochemistry.