Detect, Understand, Act: A Neuro-Symbolic Hierarchical Reinforcement Learning Framework (Extended Abstract)∗ Ludovico Mitchener, David Tuckey, Matthew Crosby, and Alessandra Russo Published on: 2022- Learning and Planning