I'm new here, it's my first attempt...
I thought that only some linkers (because, after/before, if and when/while)could be turned into participle clauses.
Although could go with a gerund if it were part of a complete clause:
Although going to the cinema seemed a nice idea, we decided to stay at home. Although goes with clauses or adjectives, but doesn't fit into thie example in the poll.