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cs.RO2026
PILOT: Privileged Imitation Learning for End-to-End Motion Planning of Autonomous UAVs under Partial Observability
Qingrui Zhang, Feng Xue, Xiang Zhou +1
Autonomous navigation in cluttered environments is hampered by partial observability and dynamic constraints. This paper presents PILOT, a constraint-aware privileged imitation lea…
cs.RO2025
Learning Efficient Flocking Control based on Gibbs Random Fields
Dengyu Zhang, Chenghao, Feng Xue +1
Flocking control is essential for multi-robot systems in diverse applications, yet achieving efficient flocking in congested environments poses challenges regarding computation bur…
cs.RO2024
GRF-based Predictive Flocking Control with Dynamic Pattern Formation
Chenghao Yu, Dengyu Zhang, Qingrui Zhang
It is promising but challenging to design flocking control for a robot swarm to autonomously follow changing patterns or shapes in a optimal distributed manner. The optimal flockin…