This paper proposes a distributed strategy to solve the leader-following formation problem for multiple under-actuated unicycles. Our distributed control law, dependent on the relative information of its nearest neighbor and itself, can not only enable a network of autonomous mobile agents to circulate around a target of interest, but also achieve any physically feasible formation.