The five quality criteria for defining Architecture Principles are Stable, Understandable, Complete, Robust, and Consistent. These qualities ensure that the principles can be effectively communicated, are reliable, thoroughly cover the necessary aspects, are strong enough to withstand scrutiny, and maintain coherence throughout.