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Beyond a single latent space: a dual-latent world model for long-horizon planning

Zhao, Delin et al.
arXiv (All) · Papers
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Latent world models often struggle with long-horizon planning despite accurate short-term predictions. Recursive rollouts accumulate errors, while distance concentration in high-dimensional latent spaces can weaken goal discrimination. We introduce the Dual-Latent World Model (Dual-WM), which separa
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