Yan-Jie Liu

Differentiable End-to-End UAV Navigation Using Time-of-Arrival Fields and Control Barrier Functions

Quadrotor UAVs are increasingly deployed in complex missions that demand reliable autonomous navigation and robust obstacle avoidance. Traditional modular pipelines suffer from cumulative latency, motivating a shift toward end-to-end learning-based methods. However, this paradigm still faces two fundamental challenges....