Deep Reinforcement Learning Based Navigation with Macro Actions and Topological Maps

Simon Hakenes, Tobias Glasmachers

This paper addresses the challenge of navigation in large, visually complex environments with sparse rewards. We propose a method that uses object-oriented macro actions grounded i…