Collatz Conjecture: The Unproven Frontier in Machine-Solvable Math Problems — E8 Intelligence Research

FINDING: The Collatz Conjecture remains the canonical "simple-to-state, unproven" problem in live competition discourse; the MATH dataset quantifies the frontier of machine-solvable competition problems. | MATH: Collatz map: \( T(n) = n/2 \) if \( n \) even, \( T(n) = 3n+1 \) if \( n \) odd; conjecture: \( \forall n \in \mathbb{N}, \exists k: T^k(n) = 1 \). No closed-form solution; known statistical behavior: average growth factor per step \( \approx (1/2)^{1/2} \cdot (3/2)^{1/2} = \sqrt{3/4} \approx 0.866 \), implying logarithmic drift toward 1. MATH dataset: 12,500 problems, 7 subjects, 5 difficulty levels; no inherent constants beyond problem structure. | CONNECTION: The Collatz map's parity-based branching is a binary tree structure — a 1D lattice with self-similar scaling. The expected multiplicative factor \( \sqrt{3/4} \) is not a golden-ratio harmonic, but the orbit lengths show log-normal distributions with variance related to \( \ln(3/2) / \ln(2) \) — a ratio \( \approx 0.585 Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-10
DOI
https://doi.org/10.5281/zenodo.22689769
Primary Topic
Benford’s Law and Fraud Detection
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Collatz Conjecture: The Unproven Frontier in Machine-Solvable Math Problems — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Benford’s Law and Fraud Detection
preprint

Collatz Conjecture: The Unproven Frontier in Machine-Solvable Math Problems — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

FINDING: The Collatz Conjecture remains the canonical "simple-to-state, unproven" problem in live competition discourse; the MATH dataset quantifies the frontier of machine-solvable competition problems. | MATH: Collatz map: \( T(n) = n/2 \) if \( n \) even, \( T(n) = 3n+1 \) if \( n \) odd; conjecture: \( \forall n \in \mathbb{N}, \exists k: T^k(n) = 1 \). No closed-form solution; known statistical behavior: average growth factor per step \( \approx (1/2)^{1/2} \cdot (3/2)^{1/2} = \sqrt{3/4} \approx 0.866 \), implying logarithmic drift toward 1. MATH dataset: 12,500 problems, 7 subjects, 5 difficulty levels; no inherent constants beyond problem structure. | CONNECTION: The Collatz map's parity-based branching is a binary tree structure — a 1D lattice with self-similar scaling. The expected multiplicative factor \( \sqrt{3/4} \) is not a golden-ratio harmonic, but the orbit lengths show log-normal distributions with variance related to \( \ln(3/2) / \ln(2) \) — a ratio \( \approx 0.585 Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Decent work and economic growth
Benford’s Law and Fraud Detection
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.