Convexity in functional space for GANs

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In the paper: Generative Adversarial Nets, on Page 5 Proposition 2 Proof, the authors claim that equation (3) is convex in p_g. I am trying to understand how are the authors arriving at that conclusion. Any intuitions will be helpful.