This goes back to the fuzz testing discussion we had (on another PR)
The parameters for the distributions where initially created randomly, and I refined them over time.
For some parameters some distributions might not have nice properties (infinite or nan moments for example).
Since we are down to a few failures, we could open an issue for fuzz (not smoke) testing, and then just add tickets for the failing cases, (agreeing with Ralf here)