Neural Networks Mirror Platonic Ideals, Not Molecular Coxeter Structures — E8 Intelligence Research
- 1Independent Researcher, United Kingdom
Abstract
FINDING: The search results are dominated by introductory videos on Platonic solids and group theory, with one notable outlier — the "Platonic Representation Hypothesis" (arXiv:2405.07987v5), which proposes that deep neural networks converge toward shared, Platonic-like representations. No direct molecular realization of A3/B3/H3 Coxeter groups in Platonic hydrocarbons was surfaced.
MATH: - Platonic solids: tetrahedron {3,3}, cube {4,3}, octahedron {3,4}, dodecahedron {5,3}, icosahedron {3,5}. - Coxeter groups: A3 (tetrahedral symmetry, order 24), B3 (octahedral/cubic, order 48), H3 (icosahedral, order 120). - Euler characteristic: V − E + F = 2. - Dual pairs: tetrahedron self-dual; cube↔octahedron; dodecahedron↔icosahedron. - The arXiv paper (2405.07987v5) formalizes convergence via representation geometry — no explicit constants given in the abstract, but the hypothesis implies shared latent manifolds across models.
CONNECTION: - The Platonic solids are the finite i
Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com
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BibTeX
@misc{caldin2026neural,
title = {{Neural Networks Mirror Platonic Ideals, Not Molecular Coxeter Structures — E8 Intelligence Research}},
author = {Andrew Stewart Caldin},
howpublished = {Zenodo},
year = {2026},
month = oct,
doi = {10.5281/zenodo.23587130},
url = {https://zenodo.org/records/23587130},
note = {CC BY 4.0},
}
RIS
TY - UNPB
TI - Neural Networks Mirror Platonic Ideals, Not Molecular Coxeter Structures — E8 Intelligence Research
AU - Andrew Stewart Caldin
PY - 2026
DA - 2026/10/23
PB - Zenodo
DO - 10.5281/zenodo.23587130
UR - https://zenodo.org/records/23587130
AB - FINDING: The search results are dominated by introductory videos on Platonic solids and group theory, with one notable outlier — the "Platonic Representation Hypothesis" (arXiv:2405.07987v5), which proposes that deep neural networks converge toward shared, Platonic-like representations. No direct molecular realization of A3/B3/H3 Coxeter groups in Platonic hydrocarbons was surfaced. MATH: - Platonic solids: tetrahedron {3,3}, cube {4,3}, octahedron {3,4}, dodecahedron {5,3}, icosahedron {3,5}. - Coxeter groups: A3 (tetrahedral symmetry, order 24), B3 (octahedral/cubic, order 48), H3 (icosahedral, order 120). - Euler characteristic: V − E + F = 2. - Dual pairs: tetrahedron self-dual; cube↔octahedron; dodecahedron↔icosahedron. - The arXiv paper (2405.07987v5) formalizes convergence via representation geometry — no explicit constants given in the abstract, but the hypothesis implies shared latent manifolds across models. CONNECTION: - The Platonic solids are the finite i Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com
ER -