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href="#fb3_img_img_3399a8ce-339b-54ab-908b-b41eb6922d11.png" alt="image"/>, and the last follows from Lemma 3.3.

      Using that f is O(1)-Lipschitz together with Equation (3.5), we get that

      with probability 1 − O(ϵ4).

      By Lemma 3.8 we know that image with probability 1 − O(ϵ4), which implies that

      Using similar arguments to those of Lemma 3.3 we can show that

      with probability 1 − O(ϵ4). As in the derivation of Equation (3.5), this implies:

      with probability 1 − O(ϵ4).

      With probability 1 − O(ϵ2), Inequalities (3.5), (3.4), (3.9), (3.8), (3.7), (3.6) hold simultaneously. In such a case, by the triangle inequality and by applying the inequalities in the exact order above, we have

       Proof

      Proof of Theorem 3.1. Any communication protocol that solves the ϵ4-Nash equilibrium problem in games of size N × N for N = 2Θ(n) induces a communication protocol for the problem SIMULATION END-OF-THE-LINE: Alice constructs her utility in the above presented game using her private information of the αs, Bob constructs his utility using the βs. They implement the communication protocol to find an ϵ4-Nash equilibrium, and then both of them know image, which is a δ-approximate fixed point of f (by Corollary 3.5). Using Dv, they decode the vertex v* and they know the first coordinate of v*.

      Using Corollary 3.4, we deduce that the communication complexity of ϵ4-Nash equilibrium in games of size 2Θ(n) × 2Θ(n) is at least 2Ω(n).

      ■

       3.5.5 n-player Game

       Theorem 3.4

      Theorem 3.2, restated. There exists a constant ϵ > 0 such that the communication complexity of (ϵ, ϵ)-weak approximate Nash equilibrium in n-player binary-action games is at least 2ϵn.

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