arXiv Open Access 2025

Asymptotic convexity of wide and shallow neural networks

Vivek Borkar Parthe Pandit

Lihat Sumber

Abstrak

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.

Topik & Kata Kunci

stat.ML cs.LG math.PR

Penulis (2)

Vivek Borkar

Parthe Pandit

Format Sitasi

APA MLA BibTeX

Borkar, V., Pandit, P. (2025). Asymptotic convexity of wide and shallow neural networks. https://arxiv.org/abs/2507.01044

Akses Cepat

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Informasi Jurnal

Tahun Terbit: 2025
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓