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Jun 10, 2026 · Artificial Intelligence

MagicWorld: A Framework for Stable Long‑Horizon Interactive Video World Modeling

MagicWorld introduces a long‑horizon stable interactive video world modeling framework that mitigates motion drift and scene collapse by applying flow‑guided motion preservation, history cache retrieval, and a multi‑shot aggregated DMD training strategy, achieving superior motion realism and temporal consistency on the RealWM120K dataset.