Feature Reinforcement Learning using Looping Suffix Trees

Mayank Daswani, Peter Sunehag, Marcus Hutter

Abstract: There has recently been much interest in history-based methods using suffix trees to solve POMDPs. However, these suffix trees cannot efficiently represent environments that have long-term dependen...