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Stein’s lemma for a scalar variable is a well-known characterization of the Gaussian:
x ∼ 𝒩(m,σ²) ⇔ ∀f
𝔼[(x−m)f(x)] = σ² 𝔼[f'(x)]
Interestingly, there’s also a multivariate version, but it’s 2nd order:
x ∼ 𝒩(m, σ² I) ⇔ ∀f
𝔼[(x−m)ᵀ∇f(x)] = σ² 𝔼[∇² f(x)]
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