arXiv:2507.01044v2 Announce Type: replace 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 of their observed good performance.
Original: https://arxiv.org/abs/2507.01044