2021
DeepSynth: Automata Synthesis for Automatic Task Segmentation in Deep Reinforcement Learning
AAAI 2021technical
This paper proposes DeepSynth, a method for effective training of deep Reinforcement Learning (RL) agents when the reward is sparse and non-Markovian, but at the same time progress towards the reward requires achieving an unknown sequence of high-level objectives. Our method employs a novel algorith…