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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Jianwei Zhang

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Review Open access Sep 2026

A Survey of Multi-Model Collaboration in Video Understanding

The rapid development of multimodal foundation models has shifted video understanding from perception-centered recognition toward more general semantic interpretation, reasoning, and decision-making over dynamic visual content. As video understanding tasks increasingly require fine-grained perception, long-range tempor...

Yi Chen, Jian-Wei Zhang, Lei Zhang et al. · 0 citations

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