mlsanityData to 7 Oct 2026

The Graphon Fourier Transform

arXiv 1910.10195 ↗First posted 22 Oct 2019eess.SPcited by 10

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Abstract (arXiv)

In many network problems, graphs may change by the addition of nodes, or the same problem may need to be solved in multiple similar graphs. This generates inefficiency, as analyses and systems that are not transferable have to be redesigned. To address this, we consider graphons, which are both limit objects of convergent graph sequences and random graph models. We define graphon signals and introduce the Graphon Fourier Transform (WFT), to which the Graph Fourier Transform (GFT) is shown to converge. This result is demonstrated in two numerical experiments where, as expected, the GFT converges, hinting to the possibility of centralizing analysis and design on graphons to leverage transferability.

Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 22 Oct 2019.

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Citing papers per year: 2021: 3; 2022: 1; 2023: 4; 2024: 0; 2025: 1; 2026: 1.

10 papers.