Before revision:  We demonstrate the superior performance of our method against state-of-the-art RS algorithms in Cartpole and the challenging console games Gravitar, Solaris and Super Mario .
After revision:  We demonstrate the superior performance of our method against state-of-the-art RS algorithms in challenging sparse reward environments .