Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Preprint . 2026
License: CC BY NC ND
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Preprint . 2026
License: CC BY NC ND
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY NC ND
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY NC ND
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY NC ND
Data sources: Datacite
versions View all 3 versions
addClaim

Formal Foundations for Symbolic Time Crystals

Three Propositions on Temporal Invariance in Learned Representations
Authors: Beier, Gregory Caldwell;

Formal Foundations for Symbolic Time Crystals

Abstract

---PRIORITY FILING - INITIAL DRAFTA fully revised and formatted version will follow.--- **Formal Foundations for Symbolic Time Crystals** **Three Propositions on Temporal Invariance in Learned Representations** Gregory Caldwell BeierSusarb LLC, Cambridge, MassachusettsMarch 19, 2026 From the Prolegomena to the Unification of Economics, Computer Science, Mathematics, and Physics by Gregory Caldwell Beier (forthcoming 2026). © 2026 Gregory Caldwell Beier. Licensed under CC BY-NC-ND 4.0. **Abstract** The companion paper on symbolic time crystals (Beier, 2026, Volume II) defines temporal invariants in human-generated data streams and proposes a detection methodology through weight-space geometry. The definition and detection protocol are informal. This paper provides three formal results. Proposition STC-1 (Temporal Windowing Validity) bounds the probability that a geometric feature appearing invariant across K non-overlapping temporal windows with M independent random seeds is an artifact of the model rather than a feature of the data-generating process. The bound decays exponentially in K*M, providing a quantitative false-positive rate for the detection protocol. Proposition STC-2 (Coherence Ordering) proves that if a geometric feature F1 is invariant across windows of length T while F2 is not, then F1 corresponds to a structure in the data-generating process with strictly longer characteristic timescale than F2, under regularity conditions on the data process. Proposition STC-3 (Extropy Decomposition) proves that Beier Extropy E_B decomposes into three components corresponding to surface, intermediate, and deep temporal coherence layers, and that the deep component has the highest value per bit for allocation decisions with horizons exceeding the intermediate coherence timescale. The three propositions convert the symbolic time crystal concept from a qualitative framework into a testable statistical methodology with quantitative error bounds. **Keywords:** symbolic time crystals, temporal invariance, Fisher geometry, windowing, coherence ordering, extropy decomposition **JEL Codes:** C45, C65, D82

  • BIP!
    Impact byBIP!
    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).
    0
    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.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
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