This paper studies …ctitious play in networks of noncooperative twoperson games. We show that continuous-time …ctitious play converges to the set of Nash equilibria if the overall n-person game is zero-sum. Moreover, the rate of convergence is 1= , regardless of the size of the network. In contrast, arbitrary nperson zero-sum games with bilinear payo¤ functions do not possess the continuoustime …ctitious-play property. As extensions, we consider networks in which each bilateral game is either strategically zero-sum, a weighted potential game, or a twoby-two game. In those cases, convergence requires a condition on bilateral payo¤s or, alternatively, that the network is acyclic. Our results hold also for the discrete-time variant of …ctitious play, which implies, in particular, a generalization of Robinson's theorem to arbitrary zero-sum networks. Applications include security games, con ‡ict networks, and decentralized wireless channel selection.