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ZENODO
Preprint . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Ratio-Energy Rigidity on Connected Graphs Forces Holographic Information Distribution: A Machine-Verified Proof with Application to Neural Architecture

Authors: Washburn, Jonathan;

Ratio-Energy Rigidity on Connected Graphs Forces Holographic Information Distribution: A Machine-Verified Proof with Application to Neural Architecture

Abstract

We prove, in machine-verified Lean 4 (41 theorems, zero sorry), that the ratio energy CG[x] = ∑(v,w)∈E J(xv/xw) on any connected graph G forces field constancy at its unique minimum: every vertex carries the same value, so any local region determines the global state. We extend this to a quantitative perturbation bound: J(r) ≤ δ implies (r−1)² ≤ 8δ, and show the exact result is recovered continuously at δ=0. Separately, we prove that J-cost monotonicity forces optimal pattern allocation to be local (caching theorem), and that self-similar access structures fix the hierarchy ratio at the golden ratio φ. Applying these graph-theoretic results to the brain—modeled as a connected subnetwork whose dynamics approximately minimize J—we derive that (i) the boundary of any cortical region determines the information accessible from it (boundary-encodes-bulk), (ii) information accessibility scales with boundary size (surface area in D=3), and (iii) partial removal preserves information access provided connectivity is maintained. The latter prediction is consistent with hemispherectomy data. We distinguish this ratio-rigidity constancy (all vertices equal at the minimum) from Pribram–Gabor holography (interference-pattern encoding), and identify the perturbation structure as the physically relevant regime where distributed, non-trivial information coexists with approximate global coherence. Four falsifiable predictions are given, including a surface-area–vs.–volume test for fMRI decoding accuracy.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green