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Curvature Crystallization: A Theory of Semantic Ricci Flow

Authors: Pérez Contreras, Benjamín Felipe;

Curvature Crystallization: A Theory of Semantic Ricci Flow

Abstract

We provide a rigorous derivation of the convergence of Ricci Flow to uniform curvature on semantic data manifolds. Building on the foundations of Hamilton (1982) and Perelman (2002), we adapt the classical geometric flow theory to the discrete setting of k-NN graphs with Forman-Ricci curvature.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average