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News/Multi-Horizon Consistency as Geometry: When Latent Dynamics Contract, and When They Do Not
arxiv
PublishedJuly 27, 2026 at 4:00 AM
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Multi-Horizon Consistency as Geometry: When Latent Dynamics Contract, and When They Do Not

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arXiv:2607.21645v1 Announce Type: new Abstract: Multi-horizon latent consistency is a common training knob in video predictors and world models, but practitioners rarely know what it does to transition geometry. We treat lambda, the weight on multi-step latent agreement, as a diagnostic control and

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