How do I keep a Dr. Sholls gel insert from sliding in my shoe?

I have this pair of sneakers that I bought some Dr Sholls (spelling?) Gel insoles for. However, after a little while of walking around in them, the gels slide forward in the shoe, becoming very uncomfortable. Is there a type of adhesive or tape I should use to keep them from sliding?