When running MCMC sampling, a common measure of performance is the effective sample size (ESS).
There are lots of different ways to estimate the ESS from samples e.g. https://arxiv.org/abs/1011.0175.
In high dimensions all of these estimation techniques can be tricky. Is anyone aware of some sanity checks that one can perform to ensure that the estimate is reliable/trustable?