Tag: wide

  • Asymptotic convexity of wide and shallow neural networks

    Asymptotic convexity of wide and shallow neural networks arXiv:2507.01044v1 Announce Type: new Abstract: For a simple model of shallow and wide neural networks, we show that the epigraph of its input-output map as a function of the network parameters approximates epigraph of a. convex function in a precise sense. This leads to a plausible explanation…