Abstract: Modern intelligent systems, such as social robots and autonomous vehicles, interact frequently with humans. Their behaviors are highly complex and dynamic, which results from unobservable social interactions. Thus, building reliable autonomy that safely navigates multi-agent scenarios requires scalable and generalizable relational reasoning and interaction modeling between interactive agents. Meanwhile, robots should be able to...