NP-completeness conjecture for M-identifiability

Let G=(VH,D)G=(V \cup \mathcal{H},D) be a factor analysis graph. M-identifiability and extended M-identifiability are the two identifiability properties defined by the matching criterion and the extended matching criterion, respectively. NP-completeness conjecture. Deciding M-identifiability and extended M-identifiability both is NP-complete. If the cardinalities of the sets considered in the matching and local BB-criteria are unbounded, the proposed algorithms may take exponential time in the number of nodes, and the conjecture asserts that no significantly better algorithm exists unless the corresponding complexity-theoretic barrier fails.

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Primary source

Nils Sturma, Miriam Kranzlmueller, Irem Portakal and Mathias Drton, “Matching Criterion for Identifiability in Sparse Factor Analysis”, arXiv:2502.02986 (2026).

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