Bethe permanent lifting bound conjecture

Let θ\boldsymbol{\theta} be a non-negative n×nn\times n matrix. For MZ>0M\in\mathbb{Z}_{>0}, let Ψ~M\tilde{\Psi}_M be the set of degree-MM graph-covering permutations and let θP~\boldsymbol{\theta}^{\uparrow\tilde{{\bm{P}}}} denote the matrix lifted according to P~\tilde{{\bm{P}}}. Then perm(θP~)\operatorname{perm}(\boldsymbol{\theta}^{\uparrow\tilde{{\bm{P}}}}) is defined for every P~Ψ~M\tilde{{\bm{P}}}\in\tilde{\Psi}_M. Bethe permanent lifting bound conjecture. For any MZ>0M\in\mathbb{Z}_{>0},

 ⁣perm(θP~) ⁣P~Ψ~M(perm(θ))M.\Big\langle \! \operatorname{perm}\left(\boldsymbol{\theta}^{\uparrow\tilde{{\bm{P}}}}\right)\!\Big\rangle_{\tilde{{\bm{P}}}\in\tilde{\Psi}_M}\leqslant\big(\operatorname{perm}(\boldsymbol{\theta})\big)^M.

Possibly the stronger pointwise inequality

perm(θP~)(perm(θ))M\operatorname{perm}\left(\boldsymbol{\theta}^{\uparrow\tilde{{\bm{P}}}}\right)\leqslant\big(\operatorname{perm}(\boldsymbol{\theta})\big)^M

holds for every MZ>0M\in\mathbb{Z}_{>0} and every P~Ψ~M\tilde{{\bm{P}}}\in\tilde{\Psi}_M. The weaker form would imply the claimed upper bound on the Bethe permanent; the conjecture is verified for the all-one matrix and for the matrices studied through finite graph covers, but remains open in general.

Sources & referencesView supporting material

Primary source

Pascal O. Vontobel, “The Bethe Permanent of a Non-Negative Matrix”, arXiv:1107.4196 (2012).

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