Abstract: Environment representations endowed with sophisticated semantics are pivotal for facilitating seamless interaction between robots and humans, enabling them to effectively carry out various ...

Abstract: Achieving safe and effective navigation in crowds is a crucial yet challenging problem. Recent work has mainly encoded the pedestrian-robot state pairs, which cannot fully capture the ...