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Preprint . 2026
License: CC BY
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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
Data sources: ZENODO
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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Information-Efficiency of Local Observers for Distinguishing 2D Ising and Potts Configurations

Authors: Wang, Xinlei;

Information-Efficiency of Local Observers for Distinguishing 2D Ising and Potts Configurations

Abstract

We compare two observer-count scales for distinguishing sampled configurations from local observations: an adaptive-greedy threshold and an information-theoretic birthday-bound threshold. Defining the efficiency ratio \( \eta = K^*_{\rm bday} / K^*_{\rm greedy} \), we observe a three-regime pattern across 2D Ising and Potts models: redundant observations (\( \eta 1 \)) at high temperature. A conditional conjecture under polynomial alpha-mixing suggests \( \eta \to 1 \) at \( T_c \) for FK(\( q \)) with \( q \in \{2,3,4\} \).

Keywords

Potts model, greedy observer, alpha-mixing, efficiency transition, collision entropy

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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