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out-of-sight dynamics

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Machine Heart
Machine Heart
Jun 30, 2026 · Artificial Intelligence

LiveWorld: A New Paradigm for Video World Models that Keeps Off‑Screen Worlds Evolving

LiveWorld introduces a novel video world modeling paradigm that explicitly separates world evolution from observation rendering, enabling objects and events to continue evolving even when they leave the camera view; extensive experiments on the new LiveBench benchmark show substantial gains over prior camera‑controllable models.

AI researchLiveWorldbenchmark
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LiveWorld: A New Paradigm for Video World Models that Keeps Off‑Screen Worlds Evolving