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Matching recovery threshold for correlated random graphs

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arxiv 2205.14650 v1 pith:2AV4G3LP submitted 2022-05-29 math.ST math.PRstat.MLstat.TH

Matching recovery threshold for correlated random graphs

classification math.ST math.PRstat.MLstat.TH
keywords graphsalphacorrelatedemphmatchingthresholdcommonconstant
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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For two correlated graphs which are independently sub-sampled from a common Erd\H{o}s-R\'enyi graph $\mathbf{G}(n, p)$, we wish to recover their \emph{latent} vertex matching from the observation of these two graphs \emph{without labels}. When $p = n^{-\alpha+o(1)}$ for $\alpha\in (0, 1]$, we establish a sharp information-theoretic threshold for whether it is possible to correctly match a positive fraction of vertices. Our result sharpens a constant factor in a recent work by Wu, Xu and Yu.

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    Proves detection of RGG vs. ER is impossible for d ≫ (n h(p))^3 and d ≥ (1+ε)n, resolving the detection threshold conjecture in the regime p ≳ n^{-2/3}/log n.