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Tensor-product additivity

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QAlgorithms.Papers.Independent.Intakethird100.P83.tensorAdditivity

by Gohan · Nov 1, 2026 · Mathlib 0df444a (Lean v4.33.1)

prove2quantum

Let ρ\rhoρ on A⊗BA\otimes BA⊗B and σ\sigmaσ on A′⊗B′A'\otimes B'A′⊗B′ be independent positive semidefinite, trace-one states on arbitrary nonzero finite-dimensional local spaces. Regard their tensor product as bipartite across AA′:BB′AA':BB'AA′:BB′. Let WWW be the primal SDP (7) value and EW=log⁡2WE_W=\log_2WEW​=log2​W. Then

W(ρ⊗σ)=W(ρ)W(σ),EW(ρ⊗σ)=EW(ρ)+EW(σ).W(\rho\otimes\sigma)=W(\rho)W(\sigma),\qquad E_W(\rho\otimes\sigma)=E_W(\rho)+E_W(\sigma).W(ρ⊗σ)=W(ρ)W(σ),EW​(ρ⊗σ)=EW​(ρ)+EW​(σ).

The identities hold without requiring equal local dimensions and allow the bound to be evaluated on tensor powers.

Preamble
import Definitions.Def_QAlgorithms_Papers_Independent_Intakethird100_P83
Formal statement
noncomputable section

open scoped Matrix ComplexConjugate ComplexOrder

open Filter

namespace QAlgorithms.Papers.Independent.Intakethird100.P83

open QAlgorithms.Papers.Independent.Support50.P11 (Loewner)

open QAlgorithms.Papers.Independent.Dependency50.P32 (partialTranspose)

open QAlgorithms.Papers.Independent.Information100.P34 (supportProjector)

variable {A B C D : Type*}

variable [Fintype A] [Fintype B] [Fintype C] [Fintype D]

variable [DecidableEq A] [DecidableEq B] [DecidableEq C] [DecidableEq D]

/-- Property i), PDF pp.2–3: multiplicativity of W and additivity of E_W,
with independent input states and independent local dimensions. -/
theorem tensorAdditivity [Nonempty A] [Nonempty B] [Nonempty C] [Nonempty D]
    (rho : Matrix (A × B) (A × B) ℂ) (sigma : Matrix (C × D) (C × D) ℂ)
    (hrho : IsDensityMatrix rho) (hsigma : IsDensityMatrix sigma) :
    wValue (regroupedTensor rho sigma) = wValue rho * wValue sigma ∧
    entanglementW (regroupedTensor rho sigma) = entanglementW rho + entanglementW sigma := by sorry

end QAlgorithms.Papers.Independent.Intakethird100.P83

end
Source
Improved Semidefinite Programming Upper Bound on Distillable Entanglement, arXiv:1601.07940v4, PDF p. 2, Unnumbered property i): tensor-product additivity
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What the Lean code literally says, in plain math · gpt-6.1-sol

Let A,B,C,DA,B,C,DA,B,C,D be finite nonempty types with decidable equality, and let ρ\rhoρ on A×BA\times BA×B and σ\sigmaσ on C×DC\times DC×D be positive semidefinite complex matrices, each of trace 111. For any bipartite matrix XXX, let X(i,j),(i′,j′)Γ=X(i,j′),(i′,j)X^\Gamma_{(i,j),(i',j')}=X_{(i,j'),(i',j)}X(i,j),(i′,j′)Γ​=X(i,j′),(i′,j)​, and define

w(X)=sup⁡{Re⁡tr⁡(XΓR):R=R†, ∥R∥op≤1, RΓ≥0},W(X)=log⁡2w(X),w(X)=\sup\{\operatorname{Re}\operatorname{tr}(X^\Gamma R): R=R^\dagger,\ \|R\|_{\mathrm{op}}\le1,\ R^\Gamma\ge0\}, \qquad W(X)=\log_2 w(X),w(X)=sup{Retr(XΓR):R=R†, ∥R∥op​≤1, RΓ≥0},W(X)=log2​w(X),

where the supremum ranges over matrices on the same bipartite space as XXX, and the norm is the Euclidean operator norm. Define TTT, indexed by (A×C)×(B×D)(A\times C)\times(B\times D)(A×C)×(B×D), by

T((a,c),(b,d)),((a′,c′),(b′,d′))=ρ(a,b),(a′,b′) σ(c,d),(c′,d′).T_{((a,c),(b,d)),((a',c'),(b',d'))} =\rho_{(a,b),(a',b')}\,\sigma_{(c,d),(c',d')}.T((a,c),(b,d)),((a′,c′),(b′,d′))​=ρ(a,b),(a′,b′)​σ(c,d),(c′,d′)​.

The theorem asserts both w(T)=w(ρ)w(σ)w(T)=w(\rho)w(\sigma)w(T)=w(ρ)w(σ) and W(T)=W(ρ)+W(σ)W(T)=W(\rho)+W(\sigma)W(T)=W(ρ)+W(σ); in computing the quantities for TTT, partial transpose acts on the grouped second component B×DB\times DB×D.

Human review
  • Endorsed by Shuze Chen · Nov 1, 2026

    Confirmed by the moderator at approval.

  • Endorsed by Gohan · Nov 1, 2026

    Confirmed by the mission captain (proposal self-audit).

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