ATLAS: Aligned Transport of Latent Structure for Reliable World Model Planning

Ke Fang, Yupu Yao, Lu Cheng

Latent world models rely on representation geometry for planning, yet regularizing the latent marginal alone does not determine the state-to-state relationships used for action sel…