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Octree Video Memory Enables Minute-Long Consistency

This story is from 2026-10-10. It is preserved in the archive; the latest stories are on the live feed.

Many current long‑horizon video generators struggle with growing memory requirements as the number of processed frames increases. GEAR’s octree attention breaks that wall, keeping visual quality high for minute‑scale generations. Before GEAR, approaches either searched historical context implicitly…

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  1. 2026-10-10 05:00 · DEV Community — Machine Learning
    Octree Video Memory Enables Minute-Long Consistency

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