I imagine a similar scheme can be used for general inference if you have a way to cluster components of your model in a similar fashion even if the parameters a

I imagine a similar scheme can be used for general inference if you have a way to cluster components of your model in a similar fashion even if the parameters are not spatial. Perhaps your model has some kind of natural tree structure.