ATM: Why Latent World Models Can Fail to Plan
ATM is a lightweight diagnostic tool that checks if latent world model transitions preserve action meaning relevant to planning. It compares real and predicted transitions using a transfer matrix to reveal representation quality and inconsistencies quickly, avoiding slow simulator rollouts. This helps screen models efficiently before expensive planning tests.