Shu Xinguo

Safe Multi-Agent Navigation via Constrained HJB-Informed Learning

Multi-agent navigation in unknown and cluttered environments has broad applications, yet remains fundamentally challenging. In particular, dense agent-agent and agent-obstacle reactive interactions can exacerbate the inherent competition between collision-avoidance constraints and goal-reaching obje…