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Si-Wei Cai

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Preprint Aug 2026

Latent World Models with Monotone Planning Costs for Image-Goal Navigation

This work proposes a latent world model built on a frozen DINO-family encoder and trains it with two complementary objectives, achieving state-of-the-art image-goal navigation performance while reducing orientation error by $2.7\times over the same-encoder DINO WM baseline.

Amirhosein Chahe, Si-Wei Cai, Lifeng Zhou · 3 citations

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