Capacity threshold for the Ising perceptron

We show that the capacity of the Ising perceptron is with high probability upper bounded by the constant $α_\star \approx 0.833$ conjectured by Krauth and Mézard, under the condition that an explicit two-variable function $\mathscr{S}_*(λ_1,λ_2)$ is maximized at $(1,0)$. The earlier work of Ding and Sun proves the matching lower bound subject to a similar numerical condition, and together these results give a conditional proof of the conjecture of Krauth and Mézard.

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