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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jinyang Huang

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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
Aug 2026

MS²FL: Modality-shared and Modality-specific Feature Learning for Multimodal Emotion Recognition

Multimodal emotion recognition based on complementary physiological signals such as electroencephalogram (EEG) and eye movements can effectively reflect human emotional states, demonstrating significant potential in fields such as rehabilitation monitoring and driving safety. However, existing multimodal emotion recogn...

Xin-Hui Li, Hao-Yuan Chen, Minchao Wu et al. · 0 citations
Preprint Aug 2026

Diversity Matters: Distributional Feature Coverage Sample Selection for Data-Efficient Backdoor Attacks

DFCS is proposed, a training-free, trigger-agnostic method that clusters fixed pretrained features into one region per poisoning slot and selects the centroid-nearest sample from each region and supports distributional feature coverage as an effective selection principle for low-budget dirty-label backdoor attacks.

Yi Yang, Xiaoke Chen, Jin-Yang Huang et al. · 0 citations

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