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MIPRE.Background.LIDT.MIPStarRE.LDT.Pasting.Bernoulli.MatrixChernoff

Section 12 pasting: matrix Chernoff comparison #

Continuous-functional-calculus form of the Bernoulli matrix Chernoff lemma.

theorem MIPStarRE.LDT.Pasting.chernoffBernoulliMatrix {ι : Type u_2} [Fintype ι] [DecidableEq ι] (ψ : QuantumState ι) (hnorm : ψ.IsNormalized) (theta : Error) (k degree : ) (X : Quantum.Op ι) (kappa : Error) (hθ0 : 0 < theta) (hθ1 : theta < 1) (hk : 2 * degree / theta k) (hXpsd : 0 X) (hXleOne : X 1) (hcomplete : CompletenessAtLeast ψ { outcome := fun (x : Unit) => X, total := X, outcome_pos := , sum_eq_total := , total_le_one := hXleOne } (1 - kappa)) :
ChernoffBernoulliMatrixStatement ψ theta k degree X kappa hXpsd hXleOne

lem:chernoff-bernoulli-matrix.

The operator-level reduction is now fully internal: continuous functional calculus compares the Bernoulli-tail polynomial F(X) against an affine lower envelope, and the scalar Hoeffding estimate is proved locally in Bernoulli/Scalar.lean.