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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

Phong Nguyen-Ha

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Preprint Jul 2026

Track the Noise, Move the World:3D-Grounded Motion-Consistent Noise for Controllable Video Generation

UniCaMo is presented, a unified framework that enables simultaneous control of object trajectories and camera viewpoints by directly constructing the input noise of the diffusion model and achieves state-of-the-art results in both video quality and motion controllability on standard controllable video generation benchm...

Long Vu, T. Ngô, Animesh Karnewar et al. · 0 citations

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