Hopfield pattern-overlap concentration: P(|m-E[m]|>=1/2) <= 2*exp(-N/2)

Hopfield Hoeffding bound at epsilon = 1/2. From framework F7, the general Hoeffding bound P(|m - E[m]| >= epsilon) <= 2*exp(-2*N*epsilon^2). At the critical retrieval threshold epsilon = 1/2 (when overlap deviates by half the maximum), the…