Which of the photon gates are unitary and which are not? Which are reversible and which are irreversible?

Reading the Strawberry fields ambiguous guidebooks made me skeptical about the unitary as well as the reversible nature of the photon gates. I read the theory section and found it vaguely written and not explained from a linear algebra perspective.

Hey @RX1! Which theory section are you referencing?