Does there exist any function that inputs two distributions and outputs a third distribution where the output distribution is guaranteed to have density on the supports of both input distributions?
Note that the two distributions could be supported on arbitrary spaces, eg on two non-parallel non-overlapping lines in space.
Thoughts on how to construct such a function or how to prove it does not exist would be useful.