The completability-transition conjecture for random bipartite masks

Fix a rank rr and let G(n,n,c/n)G(n,n,c/n) be the random bipartite graph with edge density parameter c/nc/n. Let trt_r be the supremum of the constants tt for which G(n,n,t/n)G(n,n,t/n) is rr-independent with high probability, and let the (r+1)(r+1)-core be the maximal subgraph of minimum degree at least r+1r+1. A mask is completable when its observed entries determine a generic rank-rr matrix, and the completability transition is the threshold for this property. Completability-transition conjecture. The constant trt_r is the threshold for the completability transition in G(n,n,c/n)G(n,n,c/n). Moreover, almost all of the (r+1)(r+1)-core is completable above the threshold. This includes the conjecture that the completability threshold exists; the paper notes that this has not been established, unlike the threshold for the emergence of a circuit. The claim is supported by experiments and is compared with results for two-dimensional distance matrices.

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Primary source

Franz J. Király, Louis Theran and Ryota Tomioka, “The Algebraic Combinatorial Approach for Low-Rank Matrix Completion”, arXiv:1211.4116 (2014).

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