Author

Si-Rui Zhao

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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

#artificial intelligence Preprint Sep 2026

LSTMem: Hierarchical Long Short-Term Online Memory for Large Language Models

LSTMem is proposed, an LSTM-inspired online memory that equips each layer of a frozen LLM with two matrix-valued states: a cell state that accumulates history and a hidden state whose readouts correct the backbone's attention.

Xiang-Long Shi, Rui-Jie Yang, Si-Rui Zhao et al. · 0 citations