Exploration by Running Away from the Past

Paul-Antoine Le Tolguenec, Yann Besse, Florent Teichteil-Koenigsbuch +2

The ability to explore efficiently and effectively is a central challenge of reinforcement learning. In this work, we consider exploration through the lens of information theory. S…