Author

Si-Yang Song

2 papers indexed here

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Open access Aug 2026

Multi-dimensional attention framework for personalised Alzheimer's disease progression prediction across sporadic and genetic risk cohorts

Alzheimer's disease progresses heterogeneously across diverse cohorts, yet current predictive models fail to capture this complexity while remaining clinically interpretable. Here we present a multi-dimensional attention framework that simultaneously captures both temporal dynamics and biomarker importance to predict d...

Zhi-Yuan Song, Si-Yang Song, Isabel C. H. Clare et al. · Research Square · 0 citations

#artificial intelligence Preprint Sep 2026

PersMem: Internalizing Personality into Dual-Pathway Memory for LLM Agents

This paper proposes Personality-Integrated Memory (PersMem), which integrates personality into the agent's memory processing pipeline, making it consistently personality-dependent, and evaluates these personality-dependent differences in attachment and Big Five settings.

Han-Zhong Zhang, Zi-Wei Xiang, Wei-Cheng Xie et al. · 0 citations