That would probably work best. I had a similar issue with one (while the other was fine). I carefully bent the neck pins outwards a little and that gave better tension on the socket...
I would think that silicone would work better then hot glue. Some necks get pretty warm and I'd be willing to bet that they get warm enough to melt hot glue or at least make it soft enough to run off of the tube.