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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

Guannan Li

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Preprint Sep 2026

MSR: Multiple Subject Reference for Video Generation

Conditioning a video generator on multiple images requires preserving appearance while associating each reference with its intended role. We present MSR (Multiple Subject Reference), a slot-aware conditioning scheme for LTX-based video generation. Each reference image is independently encoded as a static clip and repre...

Guan-Nan Li, Jia-Ji Chen, Jing-Yuan Liao et al. · 0 citations

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