Thanks for the suggestions! As you likely know many SoTA approaches stand quite colorless when they are exposed to real-world data but we will investigate and dig deeper.
We acknowledge (we do this from the post itself too) that JS Divergence (just a measurement) could have been used to capture the drift too but we wanted to follow another path.
But meanwhile, PRs are welcome