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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Shi-Qi Jiang

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Preprint Sep 2026

MotionSpec: Spectral Trajectory Supervision for Motion-Consistent Video Generation

This paper proposes MotionSpec, a motion supervision framework centered on Spectral Trajectory Consistency (STC), which constrains both motion strength across temporal frequencies and the temporal organization of motion, and introduces Local Flow Consistency (LFC), which aligns consecutive-frame optical flow between pr...

Zi-Qi Ni, Rui Li, Shi-Qi Jiang et al. · 1 citation

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