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In this speak, I'll clearly show that inside the non-parametric environment, the adversarial training challenge is akin to a multimarginal ideal transport challenge which might be considered like a generalized Variation on the Wasserstein barycenter problem. The connection between these problems permits us to fully characterize the optimal adversar