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Author

Xuepeng Shan

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Aug 2026

Multimodal Fusion of Physiological Signals and Behavioral Data for Mental Health Assessment: A Deep Learning Approach Based on Hierarchical CNN

The accurate and objective recognition of mental health conditions, such as anxiety and depression, remains a significant challenge in biomedical engineering and clinical practice, where traditional assessment methods often suffer from subjectivity, inefficiency, and a lack of quantitative biomarkers. In this study, a...

Mengru Li, Xuepeng Shan, Xiyue Chen · 0 citations
Review Jul 2026

HydroAgent: Formalizing Forecaster Expertise into Skill-Orchestrated Flood Forecasting Workflows

HydroAgent is proposed, a skill-orchestrated agent framework that embeds Large Language Models (LLMs) into a model-driven flood forecasting workflow, where each skill encodes explicit rules to bound LLM reasoning, demonstrating how explicit rule boundaries can guide language model reasoning to complement physically bas...

Qingyi Yang, S. Qiu, Bingyao Li et al. · 0 citations

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