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https://math.stackexchange.com/questions/3319228/minimize-kl-divergence-linear-function/3319311#3319311?s=fc62320956c049a8a77e1a9666c97b91
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Maybe you should start with fixed p, and then try to get optimal q to maximize or minimize KL.