Tactical Decision for Multi-UGV Confrontation with a Vision-Language Model-Based Commander

Li Wang, Qizhen Wu, Lei Chen

In multiple unmanned ground vehicle confrontations, autonomously evolving multi-agent tactical decisions from situational awareness remain a significant challenge. Traditional hand…