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Other literature type . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
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Addressing Mathematical Rigor in the Open General Intelligence Framework: A Critical Analysis and Formal Implementation v2

Authors: Singleton, Michael;

Addressing Mathematical Rigor in the Open General Intelligence Framework: A Critical Analysis and Formal Implementation v2

Abstract

Adds empirical simulation results. Theorem 1 (Lipschitz stability) verified across 7,000 context pairs, zero bound violations. Lemma 4.2 (temporal stability) confirmed across 200 cycles at five noise levels (σ = 0.0–1.0). Three multi-modal coherence experiments conducted to establish empirical scope of Lemma 4.1, synthetic simulation insufficient; VQA benchmarks identified as required future work. Equation notation standardized to ASCII for PDF rendering compatibility.

Keywords

Artificial Intelligence/statistics & numerical data, Artificial Intelligence/statistics & numerical data

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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