Study Music. Click to play or pause. After it starts, press the Space Bar to play or pause. If enabled, it will resume across pages.

Scan notes: rootsasgeometry_passE and relevance to φ-transfer extremality

Library · Document

Scan notes: rootsasgeometry passE and relevance to φ-transfer extremality

This note records the main items in the roots_as_geometry_passE package that directly strengthen the current φ-transfer-matrix project.

What the root project contributes that we can reuse verbatim

How it plugs into the φ project

The φ paper’s “Universal coarse-graining” section argues:

local constrained growth → measurable scalar ratio statistic λ → Gauss normalization → digit string → transfer cocycle → extremal-growth classification.

The root project supplies the missing physics-native justification step:

  • the scalar statistic (shell size / flux) is stable under bounded perturbations (finite-speed influence);
  • the resulting digit code is therefore stable (over controlled horizons);
  • extremal statements about digit-coded transfer growth become applicable as universal baseline bounds for constrained-growth systems.

Perturbative stability vs. seed stability

These are complementary:

  • Seed stability (root project): perturb initial condition; show bounded effects on observables.
  • Positive-operator stability \(φ project, added in v0.7\): deform the minimal transfer operator by adding a small nonnegative matrix; show the Perron root increases strictly, so φ remains the minimal exponent for the undeformed minimal operator and remains a strict baseline.

Together they address two typical referee concerns:
robustness to microscopic noise (seed perturbations) and robustness of the extremal baseline (positive deformations).

Books by Drew Higgins