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We study the query complexity of approximate notions of Nash equilibrium in games with a large number of players n . Our main result states that for n -player binary-action games and for constant ε, the query complexity of an ε-well-supported Nash equilibrium is exponential in n . As a consequence of this result, we get an exponential lower bound on the rate of convergence of adaptive dynamics to approximate Nash equilibria.
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