I figured they needed a bit of friction to not move around in my ears. Two small patches (dots) of bandaid material solved the problem. (From the end with the sticky back, not the center). Works great. If you place them right they won't be visible when you wear them. Roughly $0.

There are also silicone wraps for sale that achieve the same effect.