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Zhongang Cai @CVPR'26

@caizhongang • 1,321 subscribers

Staff Research Scientist, SenseTime Research. Multimodal, Video Reasoning, Spatial Intelligence, Virtual Humans. Ph.D., S-Lab/MMLab@NTU.

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Video might be the next intelligence substrate. Strikingly, video models are beginning to exhibit the same emergent reasoning behaviors first observed in LLMs—multi-path search, self-correction, and layer specialization. We demystify video reasoning and show it doesn’t happen frame-by-frame, but along diffusion steps. 🔗 📄 So, what's next? ;)
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Video might be the next intelligence substrate. Strikingly, video models are beginning to exhibit the same emergent reasoning behaviors first observed in LLMs—multi-path search, self-correction, and layer specialization. We demystify video reasoning and show it doesn’t happen frame-by-frame, but along diffusion steps. 🔗 📄 So, what's next? ;)

Zhongang Cai @CVPR'26

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