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NonfairMediationEnclosure

Abstract

Finite rational nonfair outcome transport on the original complete-mediation model.

All theorem entries are bound to their Lean declarations without formula projection. The original mediator and outcome probability-law semantics are retained. No compilation or independent review status is asserted by this source document.

Definition 1.1 (Original attainable values at a given kernel).

Lean statement: D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.kernelBenefitValues

Formalization. D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.kernelBenefitValues (✓ std3).

Source. Repository-derived.

Commentary.

Both independent mechanism laws range subject to the original mediator marginals, complete-mediation equations and all target outcome means.

Theorem 1.2 (Propagate a valid global bound).

Lean statement: D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.transfer_kernel_upper_bound

Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.transfer_kernel_upper_bound (✓ std3). ∎

Source. Repository-derived.

Commentary.

Reverse outcome transports carry any valid source-kernel bound to a bound on the entire target-kernel family.

Theorem 1.3 (Compare two attained optima).

Lean statement: D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.attained_kernel_optima_stability

Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.attained_kernel_optima_stability (✓ std3). ∎

Source. Repository-derived.

Commentary.

Actual greatest-value premises give the signed optimum stability formula. This corollary does not assert general optimizer existence; the principal enclosure below supplies a feasible law unconditionally.

Theorem 1.4 (The fair anchor is an upper envelope after centering).

Lean statement: D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.partition_anchor_upper

Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.partition_anchor_upper (✓ std3). ∎

Source. Repository-derived.

Commentary.

For an optimal original marginal partition, its half-score plus the exact drift bounds every nonfair model. No positive radius is added on this side.

Theorem 1.5 (Construct a feasible nonfair model and a global bound).

Lean statement: D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.nonfair_kernel_global_enclosure

Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.nonfair_kernel_global_enclosure (✓ std3). ∎

Source. Repository-derived.

Commentary.

The existing fair partition theorem supplies an anchor and original mediator coupling. Transporting only its outcome disturbance constructs a target-kernel law within one radius of the globally valid upper envelope. No nonfair optimizer is assumed.

Theorem 1.6 (Nonnegative improved weights).

Lean statement: D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.sensitivityWeight_bounds

Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.sensitivityWeight_bounds (✓ std3). ∎

Source. Repository-derived.

Commentary.

The off-diagonal weight lies between zero and the older combined-marginal weight.

Theorem 1.7 (No dimension multiplier for uniform errors).

Lean statement: D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.kernelRadius_le_uniform_error

Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/CausalMoments/NonfairMediationEnclosure.kernelRadius_le_uniform_error (✓ std3). ∎

Source. Repository-derived.

Commentary.

A common coordinate error bound epsilon yields radius at most epsilon, using total combined mediator mass two.

References