There’s some cool stuff from OpenAI and Uber AI Labs scaling up neuroevolution (disclosure: these were my former colleagues at Uber). Check out the work from Ken Stanley and Jeff Clune, plus Tim Salimans. They solved most of the Atari suite comparably to the DQN from Deepmind (these are RL tasks).