We uploaded yesterday on arXiv a paper on a variant of the "Mutual Information bound" taylored to analyze statistical estimators (MLE, Bayes and variational Bayes, etc).

I assume I should advertise for it after the holidays, but in case you are still online today:
https://arxiv.org/abs/2412.18539