MambaKAN: An Interpretable Framework for Alzheimer’s Disease Diagnosis via Selective State Space Modeling of Dynamic Functional Connectivity
Comprehensive ablation studies confirm the indispensable contribution of each module, and the three-layer interpretability analysis reveals key temporal patterns and brain regions associated with AD progression.
Authors
- Zhongyi Hu
- Libin Gao (ORCID: https://orcid.org/0009-0006-9628-2672)
Institutions
- Wenzhou University (CN)
- Wenzhou Vocational College of Science and Technology (CN)
Publication Details
- Journal
- Brain Sciences
- Published
- 2026-04-17
- DOI
- https://doi.org/10.3390/brainsci16040421
- Primary Topic
- Functional Brain Connectivity Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00