Zhihong Jeff Xia

From Kolmogorov to Cauchy: Shallow XNet Surpasses KANs

We study a shallow variant of XNet, a neural architecture whose activation functions are derived from the Cauchy integral formula. While prior work focused on deep variants, we show that even a single-layer XNet exhibits near-exponential approximation rates—exceeding the polynomial bounds of MLP…