Graph-cover characterization conjecture for Bethe partition functions of DE-NFGs

From papers

Let N\mathsf{N} be a DE-NFG, for which ZB,M(N)Z_{\mathrm{B},M}(\mathsf{N}) denotes the degree-MM Bethe partition function and ZB,SPA(N)Z_{\mathrm{B,SPA}}^{*}(\mathsf{N}) denotes the Bethe partition function associated with the sum-product-algorithm formulation for DE-NFGs.

Graph-cover characterization conjecture. It holds that

lim supMZB,M(N)=ZB,SPA(N).\limsup_{M\to\infty} Z_{\mathrm{B},M}(\mathsf{N})=Z_{\mathrm{B,SPA}}^{*}(\mathsf{N}).

This conjecture asks whether the graph-cover characterization of the Bethe partition function for S-NFGs extends to DE-NFGs. The right-hand side uses ZB,SPA(N)Z_{\mathrm{B,SPA}}^{*}(\mathsf{N}), since the ordinary Bethe partition function ZB(N)Z_{\mathrm{B}}(\mathsf{N}) is not defined for DE-NFGs; the paper proves the claim for a class of DE-NFGs satisfying a checkable condition.

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Sources & referencesView supporting material

Primary source

Yuwen Huang, “Finite-Graph-Cover-Based Analysis of Factor Graphs in Classical and Quantum Information Processing Systems”, arXiv:2412.05942 (2024).

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