Asynchronous Methods for Deep Reinforcement Learning: TORCS

The video shows an agent driving a racecar using only raw pixels as input. The agent was trained using the Asynchronous Advantage Actor-Critic (A3C) algorithm. During training, the agent was rewarded for maintaining high velocity along the center of the racetrack.
Paper link – http://arxiv.org/pdf/1602.01783.pdf