Author

Xiaojiang Peng

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Preprint Aug 2026

HiMA-MDD: A Hierarchical Multi-Agent Harness for Interpretable Multimodal Depression Detection in Clinical Interviews

Depression assessment from multimodal clinical interviews requires integrating dispersed evidence from multiple symptoms into a coherent PHQ-8 profile. This process is hierarchical: relevant evidence is often sparse and context-dependent within local question-answer exchanges, multiple exchanges jointly support symptom...

Aoshi Chen, Xiao-Jiang Peng · 0 citations

#human-computer interacti... Preprint Aug 2026

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction

Multimodal Large Language Models (MLLMs) have demonstrated remarkable capabilities in emotional intelligence. However, prevailing research predominantly focuses on task-specific specialization, often neglecting inter-task synergy and leaving latent reasoning potential underexplored. To bridge this gap, we introduce One...

Jiahao Huang, Zheng Lian, Jingyi Zhang et al. · 0 citations