Machine Heart
May 20, 2026 · Artificial Intelligence
How VChain Gives Video Generation a Visual Thought Chain for Explicit Spatiotemporal Planning
The VChain framework injects multimodal large‑model reasoning into video generation, using a three‑stage visual‑thought pipeline, sparse inference‑time adaptation, and guided sampling to produce physically consistent, logically coherent videos, as demonstrated by qualitative and quantitative experiments.
Multimodal Large ModelsSparse Fine‑tuningVideo Generation
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