Two agents with identical input-output behavior will necessarily have identical 𝐼𝑆𝑀𝑀𝐼ISMMI. A related quantity termed “empowerment” [32] aims to measure how well an agent can perceive its own influence on the environment, defined as the channel capacity between an agent’s actions...