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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

Author

Chuxin Wang

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2 papers indexed here

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Preprint Sep 2026

WanPE: Towards Cinematic Prompt Enhancement for Modern Text-to-Video Generation

Video generation begins in text space by authoring a cinematic screenplay, then materializes into pixels. As contemporary video generators scale to 30 seconds and faithfully follow complex conditions, the textual prompt largely directs the production, planning how actions, camera trajectories, lighting, and sound unfol...

Yu-Bo Zhu, Ya-Wen Shao, Zi-Yun Dai et al. · 0 citations
Open access Aug 2026

Dynamic Uncertainty Learning with Noisy Correspondence for Text-based Person Retrieval

Text-Based Person Retrieval (TBPR) aims to locate a person in an image database based on a natural language description. While effective in theory, TBPR faces substantial challenges in real-world scenarios due to noisy correspondences—misaligned or weakly related image-text pairs—that significantly degrade retrieval pe...

Zequn Xie, Chu-Xin Wang, Sihang Cai et al. · 0 citations

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