auv

This paper proposes VGG-MADiffRL, a value-gradient-guided multi-agent diffusion reinforcement learning algorithm, and MDCA, a hierarchical control architecture, for cooperative target tracking in multi-AUV ad-hoc networks under constrained acoustic communication and dynamic underwater disturbances.