VIScore: Diagnosing Planning-Relevant Quality in Latent World Models

Haiyu Wu, Randall Balestriero, Morgan Levine

Regulating the latent space to an isotropic Gaussian distribution provides a stable and information-maximized landscape for world model planning. However, the latent space property…