Samplinglib
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Positive real L² operator: actual complexification

Attributed ASTIS background completion supporting Fan Chen, Sinho Chewi, Jianfeng Lu and Matthew S. Zhang real positive-root prerequisite. This exact complexification is ASTIS-authored and is not a printed Γ/main theorem.

arXiv:2609.06905v1; Lean4.33.0/fixedMathlib · Appendix D.1 real Hilbert conventions and positive square-root background; B.10-B.11 actual all-macro square-root prerequisite, attributed ASTIS complexification completion, not a printed paper theorem. · faithful paraphrase

Complete source statement (Samplinglib restatement)

Let Ω be an arbitrary measurable space, μ any measure, and D a bounded positive real-linear endomorphism of L²(μ;ℝ). Positivity includes selfadjointness. Define the actual quotient maps ιu=u+0i, Rg=Re g, Qg=Im g and Cg=conj(g) via Mathlib compLpL. The embedding preserves norm: ‖ιu‖=‖u‖ for every u, and its full range is exactly the fixed space of C: Cg=g iff there exists u with ιu=g. There exists a bounded complex-linear positive operator Dc on L²(μ;ℂ), with for every g, Dc g=ιD(Rg)+iιD(Qg), for every real u, Dc(ιu)=ι(Du), and for every complex g, C(Dc g)=Dc(Cg). No root or inverse is asserted.

  • Let Ω be an arbitrary measurable space, μ any measure, and D a bounded positive real-linear endomorphism of L²(μ;ℝ). Positivity includes selfadjointness. Define the actual quotient maps ιu=u+0i, Rg=Re g, Qg=Im g and Cg=conj(g) via Mathlib compLpL.
  • No finite/probability measure, finite-dimensional L2, nontriviality, chosen embedding or CFC input.
  • Pointwise conjugation C is real linear; it is distinct from operator adjoint. Complex-root preservation and descent remain separate obligations.

Positive real L² operator: actual complexification

\[\operatorname{Fix}(C)=\operatorname{ran}(\iota),\quad D_{\mathbb C}(\iota a+i\iota b)=\iota Da+i\iota Db,\quad D_{\mathbb C}\ge0,\quad D_{\mathbb C}\iota=\iota D,\quad CD_{\mathbb C}=D_{\mathbb C}C.\]

Read the formalized proofs

Each statement and proof below has its own closed Lean disclosure. Samplinglib parents, Mathlib calls and external mathematical sources are distinguished in each proof.

Samplinglib mathematical lesson

Positive real L² operator: actual complexification

AutoSamplingTheory.TechnicalLemmas.Measure.L2RealComplexOperator.exists_positive_complex_lift · theorem · Teaching coverage

Read this first

Mathematical statement

Let Ω be an arbitrary measurable space, μ any measure, and D a bounded positive real-linear endomorphism of L²(μ;ℝ). Positivity includes selfadjointness. Define the actual quotient maps ιu=u+0i, Rg=Re g, Qg=Im g and Cg=conj(g) via Mathlib compLpL. The embedding preserves norm: ‖ιu‖=‖u‖ for every u, and its full range is exactly the fixed space of C: Cg=g iff there exists u with ιu=g. There exists a bounded complex-linear positive operator Dc on L²(μ;ℂ), with for every g, Dc g=ιD(Rg)+iιD(Qg), for every real u, Dc(ιu)=ι(Du), and for every complex g, C(Dc g)=Dc(Cg). No root or inverse is asserted.

\[\operatorname{Fix}(C)=\operatorname{ran}(\iota),\quad D_{\mathbb C}(\iota a+i\iota b)=\iota Da+i\iota Db,\quad D_{\mathbb C}\ge0,\quad D_{\mathbb C}\iota=\iota D,\quad CD_{\mathbb C}=D_{\mathbb C}C.\]
Lean statement · exists_positive_complex_lift

Let Ω be an arbitrary measurable space, μ any measure, and D a bounded positive real-linear endomorphism of L²(μ;ℝ). Positivity includes selfadjointness. Define the actual quotient maps ιu=u+0i, Rg=Re g, Qg=Im g and Cg=conj(g) via Mathlib compLpL. The embedding preserves norm: ‖ιu‖=‖u‖ for every u, and its full range is exactly the fixed space of C: Cg=g iff there exists u with ιu=g. There exists a bounded complex-linear positive operator Dc on L²(μ;ℂ), with for every g, Dc g=ιD(Rg)+iιD(Qg), for every real u, Dc(ιu)=ι(Du), and for every complex g, C(Dc g)=Dc(Cg). No root or inverse is asserted.

Braces mark parameters Lean can infer; square brackets request structures such as a measurable space or probability measure. Named hypotheses are mathematical premises, not facts established by this declaration. Section parameters are described in the mathematical hypotheses above; the module link retains their exact source context.

theorem exists_positive_complex_lift
    {Ω : Type*} [MeasurableSpace Ω] (μ : Measure Ω)
    (D : Lp ℝ 2 μ →L[ℝ] Lp ℝ 2 μ) (hD : D.IsPositive) :
    let ι : Lp ℝ 2 μ →L[ℝ] Lp ℂ 2 μ := Complex.ofRealCLM.compLpL 2 μ
    let R : Lp ℂ 2 μ →L[ℝ] Lp ℝ 2 μ := Complex.reCLM.compLpL 2 μ
    let Q : Lp ℂ 2 μ →L[ℝ] Lp ℝ 2 μ := Complex.imCLM.compLpL 2 μ
    let C : Lp ℂ 2 μ →L[ℝ] Lp ℂ 2 μ := Complex.conjCLE.toContinuousLinearMap.compLpL 2 μ
    (∀ u : Lp ℝ 2 μ, ‖ι u‖ = ‖u‖) ∧
    (∀ g : Lp ℂ 2 μ, C g = g ↔ ∃ u : Lp ℝ 2 μ, ι u = g) ∧
    ∃ Dc : Lp ℂ 2 μ →L[ℂ] Lp ℂ 2 μ,
      Dc.IsPositive ∧
      (∀ g : Lp ℂ 2 μ, Dc g = ι (D (R g)) + Complex.I • ι (D (Q g))) ∧
      (∀ u : Lp ℝ 2 μ, Dc (ι u) = ι (D u)) ∧
      (∀ g : Lp ℂ 2 μ, C (Dc g) = Dc (C g))

Exact module and namespace context

Proof roadmap

  1. 1Construct the actual quotient maps

    The scalar maps ofReal, Re, Im and conjugation are bounded real-linear maps. compLpL carries them to the same AE quotient spaces. Its AE representative formula proves Rι=I, Qι=0 and ιRg+iιQg=g. No representative is chosen as an additional input.

  2. 2Identify the real subspace and its norm

    Integrating the pointwise inner products gives ⟨ιu,ιv⟩ℂ=⟨u,v⟩ℝ. Thus ι preserves norm. The equality Cg=g implies Im g=0 almost everywhere, so g=ιRg; the converse follows from conjugating a real value. This proves the exact fixed range for arbitrary μ.

  3. 3Build a bounded complex-linear operator

    First form the bounded real-linear map Dc g=ιD(Rg)+iιD(Qg). The identities R(ig)=−Qg and Q(ig)=Rg show Dc(ig)=iDc g. Writing c=Re c+i Im c upgrades real linearity to complex linearity, while preserving the already proved continuity.

  4. 4Cancel the imaginary cross terms

    Expand the complex inner product at g=ιa+iιb, where a=Rg,b=Qg. Real selfadjointness gives ⟨Db,a⟩ℝ=⟨Da,b⟩ℝ, cancelling the imaginary cross terms. The remaining two real quadratic forms are nonnegative by the original positivity of D.

  5. 5Prove both compatibility identities

    On real inputs, Rι=I and Qι=0 give Dcι=ιD. Conjugation preserves the real part and negates the imaginary part; substituting into the literal formula gives CDc=DcC. Operator adjoint and pointwise conjugation are distinct operations.

Full assumptions and notation

All objects and hypotheses

  • Let Ω be an arbitrary measurable space, μ any measure, and D a bounded positive real-linear endomorphism of L²(μ;ℝ). Positivity includes selfadjointness. Define the actual quotient maps ιu=u+0i, Rg=Re g, Qg=Im g and Cg=conj(g) via Mathlib compLpL.
  • No finite/probability measure, finite-dimensional L2, nontriviality, chosen embedding or CFC input.
  • Pointwise conjugation C is real linear; it is distinct from operator adjoint. Complex-root preservation and descent remain separate obligations.

Mathematical proof

1. Construct the actual quotient maps

The scalar maps ofReal, Re, Im and conjugation are bounded real-linear maps. compLpL carries them to the same AE quotient spaces. Its AE representative formula proves Rι=I, Qι=0 and ιRg+iιQg=g. No representative is chosen as an additional input.

\[R\iota u=u,\quad Q\iota u=0,\quad g=\iota Rg+i\iota Qg.\]
Corresponding Lean step

real_embed; imag_embed; parts

2. Identify the real subspace and its norm

Integrating the pointwise inner products gives ⟨ιu,ιv⟩ℂ=⟨u,v⟩ℝ. Thus ι preserves norm. The equality Cg=g implies Im g=0 almost everywhere, so g=ιRg; the converse follows from conjugating a real value. This proves the exact fixed range for arbitrary μ.

\[\langle\iota u,\iota v\rangle_{\mathbb C}=\langle u,v\rangle_{\mathbb R},\quad\|\iota u\|=\|u\|,\quad\operatorname{Fix}(C)=\operatorname{ran}(\iota).\]
Corresponding Lean step

inner_embed; norm_embed; conjugate_embed; fixed_range

3. Build a bounded complex-linear operator

First form the bounded real-linear map Dc g=ιD(Rg)+iιD(Qg). The identities R(ig)=−Qg and Q(ig)=Rg show Dc(ig)=iDc g. Writing c=Re c+i Im c upgrades real linearity to complex linearity, while preserving the already proved continuity.

\[D_{\mathbb C}g=\iota D(Rg)+i\iota D(Qg),\quad D_{\mathbb C}(cg)=cD_{\mathbb C}g.\]
Corresponding Lean step

real_I; imag_I; liftReal; liftReal_I; liftComplex

4. Cancel the imaginary cross terms

Expand the complex inner product at g=ιa+iιb, where a=Rg,b=Qg. Real selfadjointness gives ⟨Db,a⟩ℝ=⟨Da,b⟩ℝ, cancelling the imaginary cross terms. The remaining two real quadratic forms are nonnegative by the original positivity of D.

\[\langle D_{\mathbb C}g,g\rangle_{\mathbb C}=\langle Da,a\rangle_{\mathbb R}+\langle Db,b\rangle_{\mathbb R}\ge0.\]
Corresponding Lean step

inner_lift; liftComplex_positive; ContinuousLinearMap.isPositive_iff_complex

5. Prove both compatibility identities

On real inputs, Rι=I and Qι=0 give Dcι=ιD. Conjugation preserves the real part and negates the imaginary part; substituting into the literal formula gives CDc=DcC. Operator adjoint and pointwise conjugation are distinct operations.

\[D_{\mathbb C}\iota=\iota D,\quad CD_{\mathbb C}=D_{\mathbb C}C.\]
Corresponding Lean step

liftComplex_embed; real_conjugate; imag_conjugate; liftComplex_conjugate

Lean verification

The exact proof begins folded immediately after the mathematical argument; the statement is folded beside the claim above.

Lean proof · exists_positive_complex_lift

Construct the actual quotient maps; Identify the real subspace and its norm; Build a bounded complex-linear operator; Cancel the imaginary cross terms; Prove both compatibility identities

Braces mark parameters Lean can infer; square brackets request structures such as a measurable space or probability measure. Named hypotheses are mathematical premises, not facts established by this declaration. Section parameters are described in the mathematical hypotheses above; the module link retains their exact source context.

Download module (.lean)
theorem exists_positive_complex_lift
    {Ω : Type*} [MeasurableSpace Ω] (μ : Measure Ω)
    (D : Lp ℝ 2 μ →L[ℝ] Lp ℝ 2 μ) (hD : D.IsPositive) :
    let ι : Lp ℝ 2 μ →L[ℝ] Lp ℂ 2 μ := Complex.ofRealCLM.compLpL 2 μ
    let R : Lp ℂ 2 μ →L[ℝ] Lp ℝ 2 μ := Complex.reCLM.compLpL 2 μ
    let Q : Lp ℂ 2 μ →L[ℝ] Lp ℝ 2 μ := Complex.imCLM.compLpL 2 μ
    let C : Lp ℂ 2 μ →L[ℝ] Lp ℂ 2 μ := Complex.conjCLE.toContinuousLinearMap.compLpL 2 μ
    (∀ u : Lp ℝ 2 μ, ‖ι u‖ = ‖u‖) ∧
    (∀ g : Lp ℂ 2 μ, C g = g ↔ ∃ u : Lp ℝ 2 μ, ι u = g) ∧
    ∃ Dc : Lp ℂ 2 μ →L[ℂ] Lp ℂ 2 μ,
      Dc.IsPositive ∧
      (∀ g : Lp ℂ 2 μ, Dc g = ι (D (R g)) + Complex.I • ι (D (Q g))) ∧
      (∀ u : Lp ℝ 2 μ, Dc (ι u) = ι (D u)) ∧
      (∀ g : Lp ℂ 2 μ, C (Dc g) = Dc (C g)) := by
  dsimp only
  refine ⟨norm_embed μ, fixed_range μ, liftComplex μ D, liftComplex_positive μ D hD,
    liftComplex_apply μ D, liftComplex_embed μ D, liftComplex_conjugate μ D⟩

end
end AutoSamplingTheory.TechnicalLemmas.Measure.L2RealComplexOperator

#print axioms AutoSamplingTheory.TechnicalLemmas.Measure.L2RealComplexOperator.exists_positive_complex_lift

Exact module and namespace context

Source assumptions versus formal assumptions

SourceActual LeanDifference kindWhy it matters
Real complete L2 and positive operator background for the paper square-root route.Arbitrary measure on a measurable base; exact bounded positive real D; actual compLpL embedding/coordinates/conjugation and complex positive lift.generalizationASTIS-authored background completion, correctly attributed. Generic positivity is a mathematical input; actual PBPS positivity is proved internally under original potential/step binders.
Canonical AE quotient observables; actual stationary conditional operator.All maps are literal scalar compLpL maps on the same quotient; norm and full fixed range are derived for arbitrary μ.sameNo defaults, chosen representatives, abstract embeddings, operator/root certificates or hidden finite-dimensional L2 assumption.
Source Euclidean finite dimension convention.Generic Ω,μ arbitrary.generalizationGeneric background does not import paper geometry as a premise; actual consumer explicitly records rank-zero extension, with original global Hessian and step restrictions unchanged.
Real positive Γ and B.11, centered inverse/polar and full algorithms/complexities.No root, real descent of complex CFC root, uniqueness, Gamma0/B15/B16, weakH1/dynamics/main/error/querycost/composition, paper or Goal closure.unresolvedThe positive complex lift and an auxiliary complex CFC test do not construct a real square root or close any paper main theorem. No conceptual mirror or certified functor is admitted.

No root, real descent of complex CFC root, uniqueness, Gamma0/B15/B16, weakH1/dynamics/main/error/querycost/composition, paper or Goal closure.

Encoder–denoiser: accepted · equivalent-after-elaboration

Detected semantic differences

  • domains: Arbitrary measurable base/measure background — Independent native attributed-background-generalization nonblocking classification retained in runs/20261007-companion-priority/pbps-real-complex-lift60/source-review60/source.0.review.json
  • scopes: Complex lift only; printed real Gamma/B11 and centered inverse/polar/full paper remain open. Test-only complex CFC is a separate API consumer. No source theorem weakening is used to pretend to close them. — Independent native unresolved-source-boundary nonblocking classification retained in runs/20261007-companion-priority/pbps-real-complex-lift60/source-review60/source.0.review.json

A generalization is not a source correction. Proposed missing conditions require separate independent repair review. No proposed repair silently changes the original theorem.

Scope and omitted-condition boundaries
  • No root, real descent of complex CFC root, uniqueness, Gamma0/B15/B16, weakH1/dynamics/main/error/querycost/composition, paper or Goal closure.
Sources, dependencies, and reuse

Source and reuse

Samplinglib parents called

    Mathlib API called (external library)

    • ContinuousLinearMap.compLpL
    • ContinuousLinearMap.coeFn_compLpL
    • Lp.ext
    • L2.inner_def
    • integral_complex_ofReal
    • ContinuousLinearMap.isPositive_iff_complex
    • algebraMap_smul

    Mathematical sources

    Samplinglib prose is not a quotation or a source-equivalence certificate. Definitions and aliases are explained as constructions, not counted as new mathematical proofs.

    Which proof obligations and prerequisites are covered?

    • Formalized proof edge; source adapter/review separate Positive real L² operator: actual complexification
    • TODO — not closed by these contributions Real root/descent/Γ/B11/polar/H1/dynamics/main/error/cost/composition remain open