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ATLAS: Aligned Transport of Latent Structure for Reliable World Model Planning
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 selection. We show that this can cause planning-relevant novelty structure to be weakened as representations are transforme
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