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We look at the long time behavior of potential Mean Field Games (briefly MFG) using some standard tools from weak KAM theory. We first show that the time-dependent minimization problem converges to an ergodic constant , then we provide a class of examples where the value of the stationary MFG minimization problem is strictly greater than . This will imply that the trajectories of the time-dependent MFG system do not converge to static equilibria.

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