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Ling-Si Zhu

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Book Open access Nov 2026

UniEE: Heterogeneity-Aware Engagement Estimation across Multimodal Feature Representations, Interaction Structures, and Label Semantics

Engagement estimation is often formulated as continuous framelevel regression, yet real-world interaction datasets differ not only in domain distribution but also in their multimodal feature representations, social interaction structures, and label semantics. Some datasets annotate continuous engagement trajectories, w...

Yue-Feng Zou, Guan-Jun Liu, Ling-Si Zhu et al. · 0 citations

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