Convex, sub-additive information costs are exactly maxima of extended Renyi divergences, and the linear special case recovers posterior-separable KL costs.
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Convex Cost of Information via Statistical Divergence
Convex, sub-additive information costs are exactly maxima of extended Renyi divergences, and the linear special case recovers posterior-separable KL costs.