This paper considers finite-horizon optimal control for multi-agent systems subject to additive Gaussiandistributed stochastic disturbance and a chance constraint. The problem is particularly difficult when agents are coupled through a joint chance constraint, which limits the probability of constraint violation by any of the agents in the system. Although prior approaches [1][2] can solve such...