Author

Run-Hao Zeng

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Preprint Sep 2026

AffectReveal: Event-Grounded Emotion Recognition Beyond Visual Appearances

Visual emotion recognition commonly assumes that all evidence required for prediction is contained in the observed image or video. Yet the same visible reaction can convey different emotions depending on events beyond the input: tears, for example, may indicate grief or joy. We formulate Event-Grounded Emotion Recognit...

Yi-Hao Qian, Run-Hao Zeng, Si-Cheng Zhao et al. · 0 citations

Preprint Aug 2026

DepressionAgent: Reading, Listening, Seeing, and Deliberating Multimodal Evidence for Depression Risk Assessment

Multimodal depression risk assessment requires jointly interpreting textual, acoustic, and visual cues that are often subtle, non-specific, context-dependent, and potentially inconsistent across modalities. Existing multimodal approaches predominantly learn latent representations through feature fusion, leaving the evi...

Fa Zhu, Haifeng Lu, Si-Cheng Zhao et al. · 0 citations