most citedMamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges

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eess.SP2026

NAKUL-Med: Spectral-Graph State Space Models with Dynamics Kernels for Medical Signals

Badri N. Patro, Vijay S. Agneeswaran

State space models (SSMs) achieve linear-time complexity but struggle with multi-channel physiological signals due to three limitations: fixed kernels cannot capture multi-scale te…