Samplinglib
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Registry leaf card · pbps.actualPositiveRealDefectRoot

actual_positive_real_defect_root

compiled Samplinglib leaf Not mapped explicit smoke test

Independently exact-science61 verified bcd245d90b21b899acb9937fc54dffcea20e86ee. Original C2, both global Hessian bounds, 0<alpha<=beta, eta>0, beta*eta<=1; genuine every-state normalized reflected Gaussian S, conditional law, stationary marginals and SAME scalar selfadjoint contraction T internally produced. Positive REAL Gamma squared equals I-T*T and every-u normGamma squared equals normu squared minus normTu squared; actual-input Test checks contractivity. Rank zero and alpha*eta=1 retained. Exported real uniqueness, joint GammaP/ontoM/typed B*B, centered root order/inverse/polar, weakH1/dynamics/main/error/cost/composition remain open.

Plain-English statement

Independently exact-science61 verified bcd245d90b21b899acb9937fc54dffcea20e86ee. Original C2, both global Hessian bounds, 0<alpha<=beta, eta>0, beta*eta<=1; genuine every-state normalized reflected Gaussian S, conditional law, stationary marginals and SAME scalar selfadjoint contraction T internally produced. Positive REAL Gamma squared equals I-T*T and every-u normGamma squared equals normu squared minus normTu squared; actual-input Test checks contractivity. Rank zero and alpha*eta=1 retained. Exported real uniqueness, joint GammaP/ontoM/typed B*B, centered root order/inverse/polar, weakH1/dynamics/main/error/cost/composition remain open.

Scope guard. This card records a compiled local declaration. Its mathematical scope is exactly the Lean statement below; the Registry note and source correspondence may describe motivation but do not strengthen it.
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Lean statement

theorem actual_positive_real_defect_root
    {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
    [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E]
    {V : E → ℝ} {α β : ℝ≥0} {η : ℝ}
    (hα : 0 < (α : ℝ)) (hαβ : α ≤ β) (hV : ContDiff ℝ 2 V)
    (hH : ∀ x v : E,
      (α : ℝ)*‖v‖^2 ≤ (fderiv ℝ (fderiv ℝ V) x v) v ∧
      (fderiv ℝ (fderiv ℝ V) x v) v ≤ (β : ℝ)*‖v‖^2)
    (hη : 0 < η) (hβη : (β : ℝ)*η ≤ 1) :
    let μ := (volume : Measure E).tilted (fun x => -V x)
    let J := (μ.prod (stdGaussian E)).map
      (fun p : E × E => (p.1,p.1+Real.sqrt η • p.2))
    let ν := J.snd
    let Λ := J.map (fun p : E × E => (p.2,(2 : ℝ) • p.1-p.2))
    IsProbabilityMeasure μ ∧ IsProbabilityMeasure J ∧ IsProbabilityMeasure ν ∧
    ∃ S : Kernel E E, IsMarkovKernel S ∧
      (∀ y, S y = (volume : Measure E).tilted
        (fun x => -V ((1/2 : ℝ) • (y+x)) - ‖y-x‖^2/(8*η))) ∧
      Λ.IsCondKernel S ∧ Λ.fst = ν ∧ Λ.snd = ν ∧
      ∃ T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν,
        IsSelfAdjoint T ∧
        (∀ u : Lp ℝ 2 ν, ‖T u‖ ≤ ‖u‖ ∧
          (T u : E → ℝ) =ᵐ[ν] (fun y => ∫ x, u x ∂S y) ∧
          (∫ y, T u y ∂ν) = ∫ y, u y ∂ν) ∧
        ((1 : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν)-T*T).IsPositive ∧
        ∃ Γ : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν,
          Γ.IsPositive ∧ Γ*Γ = ((1 : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν)-T*T) ∧
          ∀ u : Lp ℝ 2 ν, ‖Γ u‖^2 = ‖u‖^2-‖T u‖^2 := by
  classical
  dsimp only
  let μ := (volume : Measure E).tilted (fun x => -V x)
  let J := (μ.prod (stdGaussian E)).map
    (fun p : E × E => (p.1,p.1+Real.sqrt η • p.2))
  let ν := J.snd
  have hBase := CenteredDefectOperator.actual_centered_selfadjoint_defect
    hα hαβ hV hH hη hβη
  rcases hBase with ⟨hμ,hJ,hν,S,hS,hSd,hSc,hSf,hSs,U,hU,hUi,hUs,M,hM,T,hTs,hAll,
    q,hq,hTq,hqi,hzero,hD,hRest⟩
  obtain ⟨Γ,hΓ,hΓSq,hEnergy⟩ :=
    AutoSamplingTheory.TechnicalLemmas.Measure.L2RealSquareRoot.exists_positive_real_square_root
      ν ((1 : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν)-T*T) hD
  refine ⟨hμ,hJ,hν,S,hS,hSd,hSc,hSf,hSs,T,hTs,?_,hD,Γ,hΓ,hΓSq,?_⟩
  · intro u
    exact (hAll u).2.2
  · intro u
    rw [hEnergy]
    simp only [ContinuousLinearMap.sub_apply, ContinuousLinearMap.one_apply,
      ContinuousLinearMap.mul_apply, inner_sub_left]
    have hs : inner ℝ (T (T u)) u = inner ℝ (T u) (T u) := hTs.isSymmetric (T u) u
    rw [hs,real_inner_self_eq_norm_sq,real_inner_self_eq_norm_sq]

end
end AutoSamplingTheory.ExampleCases.ProximalBPS.RealDefectRoot

#print axioms AutoSamplingTheory.ExampleCases.ProximalBPS.RealDefectRoot.actual_positive_real_defect_root

Proof architecture

Actual PBPS consumer; no SALD admission

Lean proof walkthrough

  • Read the quantified variables and typeclass brackets as part of the mathematical statement; inferred arguments are not missing assumptions.
  • `intro` introduces quantified hypotheses into the local proof context.
  • `have` creates a named intermediate mathematical fact.
  • `rw` rewrites by an established identity.
  • `simp` normalizes through registered definitional and theorem rewrites.
  • `refine` instantiates a reusable theorem while leaving explicit subgoals.
  • `exact` closes the current goal with an already typed term.

Why the statement has this shape

The declaration is kept at the reusable level recorded by its Registry tags and direct consumers. Explicit measures, spaces, wrappers, and regularity hypotheses expose interfaces that paper notation often infers. A theorem card explains those interfaces but never widens the compiled statement.

Hidden assumptions and non-claims

  • Measurability is represented explicitly or must be supplied by a dependency.
  • Totalized `fderiv` values must not be read as a differentiability theorem.
Common pitfall. A wrapper or display identity is not a new analytic theorem merely because it has its own Lean name. Check the statement, hypotheses, and downstream consumers before interpreting its mathematical contribution.