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In this talk, I will show that during the non-parametric location, the adversarial training problem is comparable to a multimarginal optimum transportation trouble that can be seen for a generalized version on the Wasserstein barycenter issue. The connection among these difficulties enables us to absolutely characterize the best adversarial tactic