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A novel approach to address the asymptotic stability problem of the decentralized formation control of multi‐agent robot systems considering a cyclic pursuit formation graph is derived by using the classical Lyapunov's stability method and LaSalle's invariance principle. Theoretical development of a local potential function‐based control law and the formulation of the position and formation error...