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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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The Universal Update: Coherence as an Evaluative Instantiation

Authors: Rainio, Lauri Elias;

The Universal Update: Coherence as an Evaluative Instantiation

Abstract

Shows that the Spektre corpus evaluation operator is a special case of a universal iterative update equation shared by gradient descent, Bayesian inference, evolutionary dynamics, reinforcement learning, and the Free Energy Principle. The coherence signal minimizes declaration-realization divergence rather than prediction error. Resolves OP-3 from Truth as Fixed Point: the irreducible unknown U_i is a structural necessity following from Lawvere’s Fixed Point Theorem. Closes the derivation chain from 1=1 to universal dynamics.

Keywords

universal update, coherence, fixed point, Lawvere, irreducible unknown, gradient descent, free energy principle, Spektre corpus

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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
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