[Submitted on 4 Sep 2026]
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Abstract:We prove that every strictly positive probability distribution on ${-1,1}^n$ is represented exactly by a sigmoid belief network with finite parameters. This answers a question of Sutskever and Hinton. The proof upgrades their probability-sharing approximation to exact representation using Brouwer's fixed-point theorem.
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