arXiv:2607.15398v1 Announce Type: new Abstract: The Bayesian Nagaoka--Hayashi (NH) bound is a semidefinite lower bound on the Bayes risk of multiparameter estimation, tighter than the Bayesian symmertic logarithmic derivative (SLD) Cram\'er--Rao bounds, and whether it can be attained is an open pro