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...