LLM-generated summaries 1mental health assessment 1multimodal fusion 1ordinal prediction 1psychometric modeling 1
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cs.LG2026
DynaBridge: Dynamic Summary-Guided Cross-Task Multimodal Fusion for DASS-Structured Mental Health Assessment
Shiyu Teng, Haichen Yu, Jiaqing Liu +6
The paper introduces DynaBridge, a framework that combines acoustic, visual, and textual signals with LLM‑generated DASS‑aware summaries to predict depression, anxiety, and stress…
cs.LG2025★ 1 cited
Retrieval-Augmented Multimodal Depression Detection
Ruibo Hou, Shiyu Teng, Jiaqing Liu +4
Multimodal deep learning has shown promise in depression detection by integrating text, audio, and video signals. Recent work leverages sentiment analysis to enhance emotional unde…