Parameterized Skills

Practice Makes Perfect: Planning to Learn Skill Parameter Policies

We enable a robot to rapidly and autonomously specialize parameterized skills by planning to practice them. The robot decides what skills to practice and how to practice them. The robot is left alone for hours, repeatedly practicing and improving.