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arXiv cs.NE · Papers

Expressivity of Shallow Neural Networks Over Finite Fields

arXiv:2607.17090v1 Announce Type: cross Abstract: We study the expressivity of shallow polynomial neural networks (PNNs) with monomial activation functions over finite fields. For a given architecture, we define a neuromanifold as the image of the map from all possible network weights into the product of polynomial rin