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Unveiling the nature of graphs through quantum graphon learning

Abstract Graphons are continuous functions hidden behind large-scale graphs. Traditional approaches to graphon learning either suffer from the resolution limitations of piecewise-constant functions or struggle to capture the high-frequency structures intrinsic to graphons. In this paper, we propose...

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Hlavní autoři: Wenbo Qiao, Peng Zhang, Jiaming Zhao, Shi-Ju Ran
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Portfolio 2025-11-01
Edice:npj Quantum Information
On-line přístup:https://doi.org/10.1038/s41534-025-01141-7
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