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Universal consistency of the๐‘˜-nn rule in metric spaces and nagata dimension.Probability and Statistics, 24:914โ€“934, 2020

Benoit Collins, Sushma Kumari, Vladimir Pestov · 2020 · arXiv ps/2020018

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$k$-Nearest Neighbors in Gromov--Wasserstein Space

stat.ML ยท 2026-06-09 ยท unverdicted ยท novelty 7.0

Proves universal consistency of GW-k-NN on finite-support metric measure spaces with uniform measure and of fGW-k-NN on node-attributed versions, with competitive empirical performance on graph datasets.

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  • $k$-Nearest Neighbors in Gromov--Wasserstein Space stat.ML ยท 2026-06-09 ยท unverdicted ยท none ยท ref 11

    Proves universal consistency of GW-k-NN on finite-support metric measure spaces with uniform measure and of fGW-k-NN on node-attributed versions, with competitive empirical performance on graph datasets.