LLM-generated summaries 1mental health assessment 1multimodal fusion 1ordinal prediction 1psychometric modeling 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
SAM+D: Parameter-Efficient Dimensional Lifting of SAM-Family Models via Depth-Routed LoRA and Depth Shifting
Yu Song, Hao Sun, Shiyu Teng +2
Existing methods for adapting 2D foundation models such as SAM to 3D volumes either process slices independently---ignoring inter-slice context---or require substantial architectur…
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.AI2026
CG-DMER: Hybrid Contrastive-Generative Framework for Disentangled Multimodal ECG Representation Learning
Ziwei Niu, Hao Sun, Shujun Bian +4
Accurate interpretation of electrocardiogram (ECG) signals is crucial for diagnosing cardiovascular diseases. Recent multimodal approaches that integrate ECGs with accompanying cli…