AnalysisAI ModelsJuly 13, 2026

iLENS: LLM-guided MoE for Alzheimer's survival analysis

The iLENS framework integrates a mixture-of-experts architecture with LLM guidance for neuroimaging-based survival analysis, predicting Alzheimer's disease conversion during the prodromal stage. It achieves improved interpretability and predictive performance on longitudinal brain imaging data.

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iLENS: LLM-guided MoE for Alzheimer's survival analysis