Cross-World Independence Sharp Bounds
Abstract
A polynomial cross-world independence restriction collapses a Boolean joint query to a sharp singleton and exposes a genuine nonconvex boundary.
For a normalized two-by-two event coupling, independence is encoded by vanishing of the determinant. This is a polynomial equality in the four cell masses.
Combining the determinant equation with normalization and the two marginal rows forces the true-true joint mass to equal the product of the marginals. The explicit product coupling proves attainment, so the identified range is a singleton.
The unrestricted family of independent couplings is not closed under mixtures. Two degenerate independent laws have a normalized midpoint with nonzero determinant. This formally marks the point at which convex interpolation cannot be used without checking the actual feasible family.
Theorem 1.1 (The determinant restriction identifies the joint mass as the marginal product).
Lean statement: D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_joint_event_eq_product
Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_joint_event_eq_product (✓ std3). ∎
Source. Repository-derived.
Commentary.
The proof eliminates the other three cells using the linear marginal equations and then verifies the remaining polynomial identity exactly.
Theorem 1.2 (The cross-world joint query has an exact singleton identified set).
Lean statement: D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_joint_event_sharp_singleton_iff
Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_joint_event_sharp_singleton_iff (✓ std3). ∎
Source. Repository-derived.
Commentary.
Necessity follows from polynomial elimination. Sufficiency is witnessed by the explicit product coupling for probability-valued marginals.
Theorem 1.3 (Independent event couplings are globally nonconvex).
Lean statement: D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_event_couplings_not_closed_under_midpoint
Proof. Machine-checked in Lean as D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_event_couplings_not_closed_under_midpoint (✓ std3). ∎
Source. Repository-derived.
Commentary.
Two normalized independent endpoint laws are constructed. Their normalized midpoint violates the determinant equation, providing a replayable obstruction to unqualified convex mixing.
References
- Truth anchor:
D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_event_couplings_not_closed_under_midpoint - Truth anchor:
D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_joint_event_eq_product - Truth anchor:
D5/S3/ConceptDynamics/Causal/CrossWorldIndependenceSharpBounds.independent_joint_event_sharp_singleton_iff - Dependency: D5/S3/ConceptDynamics/Causal/FiniteEventCouplingSharpBounds
- Dependency: D5/S3/ConceptDynamics/Causal/NonconvexSharpIdentification