William Montgomery

Reset-free guided policy search: Efficient deep reinforcement learning with stochastic initial states

Autonomous learning of robotic skills can allow general-purpose robots to learn wide behavioral repertoires without extensive manual engineering. However, robotic skill learning must typically make trade-offs to enable practical real-world learning, such as requiring manually designed policy or valu…