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Arxiv

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Image Credit: Arxiv

Regularity and Stability Properties of Selective SSMs with Discontinuous Gating

  • Deep Selective State-Space Models (SSMs) with discontinuous gating signals pose challenges for stability analysis.
  • The stability and regularity properties of continuous-time selective SSMs are investigated using passivity and Input-to-State Stability (ISS).
  • Intrinsic energy dissipation in selective SSMs ensures exponential forgetting of past states.
  • The research establishes conditions for global ISS, linking local dissipativity to overall system robustness for deep selective SSMs.

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