Don't overpredict. If you can catch their cycle and stay one ahead, you're golden.
Also, cheat. Throw rock, and if they throw paper instantly throw scissors from the rock. And so knowing this, there is a slight geometric vector for advantage.
Figure out their groove and don't overpredict.