TL;DR: Parametrize your loss function and wrap a normal policy optimization with a random search to find a better loss function. Don't call it "random search,"

TL;DR: Parametrize your loss function and wrap a normal policy optimization with a random search to find a better loss function. Don't call it "random search," call it "evolution strategies" to make it sound sophisticated. Neat idea.