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Author

Zheng-Ye Zhang

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Preprint Aug 2026

DynaForcing: Overcoming Dynamic Collapse in Self-Forcing Distillation for Streaming Avatar Generation

Audio-driven avatar generation requires realistic lip-sync, expressive motion, and real-time streaming. Recent work achieves the latter via self-forcing with Distribution Matching Distillation (DMD), but this paradigm suffers from a critical failure that has not been systematically characterized: dynamic collapse, wher...

Yubo Huang, Si-Rui Zhao, Xinchen Yao et al. · 1 citation · ⚡1

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