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Author

Whitney Guthrie

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Book Open access Oct 2026

Self-Supervised Representation Learning for Heterogeneous Behavioral Expressions of Social Engagement

A self-supervised framework that learns visual representations of interaction dynamics directly from paired videos of two people interacting, suggesting that diverse behavioral markers of engagement share a common foundation in interaction dynamics, and that this foundation can be learned without engagement-specific su...

Naga Venkata Sai Raviteja Chappa, L. Yankowitz, Gokul M. Nair et al. · 0 citations
Book Open access Oct 2026

Self-Supervised Representation Learning for Heterogeneous Behavioral Expressions of Social Engagement

Social engagement is a complex construct that includes multiple behavioral signals. These signals vary across contexts, age groups, and clinical populations. Because of this variability, treating engagement as a single binary state, engaged versus not engaged, is difficult and often inconsistent. In this work, we intro...

Naga Venkata Sai Raviteja Chappa, L. Yankowitz, Gokul M. Nair et al. · 0 citations

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