Graph-cover characterization conjecture for Bethe partition functions of DE-NFGs
Graph-cover characterization conjecture for Bethe partition functions of DE-NFGs
Let be a DE-NFG, for which denotes the degree- Bethe partition function and denotes the Bethe partition function associated with the sum-product-algorithm formulation for DE-NFGs.
Graph-cover characterization conjecture. It holds that
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 , since the ordinary Bethe partition function 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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