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LeanPool.HighContrastHomogenization.Provider.Quenched.SmallContrastBootstrapTilt

High-contrast homogenization: Provider.Quenched.SmallContrastBootstrapTilt #

Imported from the Apache-2.0 HighContrastHomogenization development at commit 7a13dbcd8d6609264a713373f5c69ceeac870472.

The bootstrap tilt bridge #

The tilt scalarization reads a one-sided Loewner adapter error against the reference block as a multiplicative comparison of intrinsic contrasts. The bootstrap consumes it in the Euclidean direction: the adapted mean on the selection grid at generation n is compared with the annealed block of a centered cube at a strictly earlier scale k, the cube being presented as the adapted cell of the Euclidean rounded grid.

Two scalar inputs enter: the absorbed adapter size Ξ· = cΒ·|𝐄 : 𝐀(β–‘_k)| and the Euclidean hatted defect x = d(hatΘ_k βˆ’ 1). The output is the same degree-two polynomial the scalarization produces, evaluated at any upper bounds for those two β€” the hatted carrier of the adapted mean sits below its intrinsic contrast, so the polynomial bounds the hatted defect on the selection grid as well.

The bootstrap tilt polynomial (1+Οƒ)Β²(1 + (5/4)x + (1/4)xΒ²) βˆ’ 1: the scalarized adapter comparison at absorbed size Οƒ and Euclidean hatted defect x.

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    The tilt polynomial is monotone in both arguments on the nonnegative quadrant.

    The bootstrap tilt bridge. A one-sided adapter error against the reference block, from the adapted mean at generation n down to the annealed block of the centered cube at scale k, bounds the hatted defect of the adapted mean by the tilt polynomial at any upper bounds Οƒ for the absorbed adapter size and x for the Euclidean hatted defect.