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math.OC2026

Landscape analysis for shallow neural networks: Complete classification of critical points for cubic activation and affine target functions

Shokhrukh Ibragimov, Ilkhom Mukhammadiev, Diyora Salimova

The paper analyzes the loss landscape of shallow polynomial neural networks with monomial activations, providing criteria for the existence of global minima and a complete classifi…