The Revenue Equivalence Theorem states that all auction formats yield the same expected revenue, provided certain conditions are met, such as bidders being risk-neutral, having independent and private valuations, and the auction being symmetric. This theorem is foundational in auction theory, highlighting that the choice of auction format does not affect the seller's expected revenue under these ideal conditions.