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continuous_combiner_log_smoothness_bootstrap

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continuous_combiner_log_smoothness_bootstrap upgrades finite differentiability of the log-derived cost under continuous laws of logic to C^∞ smoothness. Researchers replacing the polynomial hypothesis in the d'Alembert translation theorem cite it to complete the bootstrap. The proof applies the finite-to-top promotion lemma in one step.

claimLet $C$ be a comparison operator. If $C$ satisfies the continuous laws of logic and the mollifier construction yields $C^n$ regularity for every finite $n$ on the map $tmapsto$ derivedCost$(C, e^t)$, then this map is $C^infty$ on $mathbb{R}$.

background

The GeneralizedDAlembert module replaces the polynomial route-independence hypothesis in the Translation Theorem with continuity alone. It invokes the Aczél–Kannappan classification of continuous solutions to the d'Alembert equation to discharge the stronger polynomial-degree-≤-2 requirement. SatisfiesLawsOfLogicContinuous encodes the logic laws together with continuous route independence in place of the polynomial version. ContinuousCombinerMollifierFiniteSmoothness packages the statement that the mollifier route supplies ContDiff ℝ n for every finite n on the log-coordinate derived cost.

proof idea

The proof is a term-mode one-liner that invokes continuous_combiner_finite_smoothness_to_top on the inputs C, h, and hFinite.

why it matters in Recognition Science

This result supplies the top-level smoothness required by ContinuousCombinerAnalysisInputs, which then feeds continuous_combiner_bilinear_classification. It closes the smoothness bootstrap for log Aczel data extracted from continuous laws of logic, advancing the replacement of the polynomial axiom by continuity in the Recognition framework. The quartic-log counterexample shows that the second-derivative input in the analysis package remains a separate hypothesis.

scope and limits

formal statement (Lean)

 517theorem continuous_combiner_log_smoothness_bootstrap
 518    (C : ComparisonOperator)
 519    (h : SatisfiesLawsOfLogicContinuous C)
 520    (hFinite : ContinuousCombinerMollifierFiniteSmoothness C h) :
 521    ContDiff ℝ ((⊤ : ℕ∞) : WithTop ℕ∞)
 522      (fun t : ℝ => derivedCost C (Real.exp t)) := by

proof body

Term-mode proof.

 523  exact continuous_combiner_finite_smoothness_to_top C h hFinite
 524
 525/-- The second-derivative identity extracted from the smooth Aczél equation.
 526The function `ψ` is morally `∂₂ P(u, 0)`. -/

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