Explainable Deep Learning for Multi‐Cohort Alzheimer's Disease Classification using MRI: Insights into Pathological Brain Regions

In summary, our method achieves outstanding performance in AD vs. CN classification, accurately identifying key pathological regions such as the hippocampus and temporal lobe. The consistent results across diverse cohorts demonstrate its robustness and potential for broader clinical implementation.