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K. S. Sesh Kumar

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Preprint Aug 2026

Geometry-Constrained Kolmogorov-Arnold Networks: Learning Edge Geometry via Banach Duality

Geometry-constrained KANs are introduced, a family of edge activations derived from Banach duality maps in which the geometry itself is learned through a scalar exponent $p>1$ per edge, which controls the qualitative response.

K. S. Sesh Kumar · 0 citations