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ZENODO
Dataset . 2026
License: CC BY NC
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY NC
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY NC
Data sources: Datacite
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ARGIRA IX: Channel Covariance and Operator-Induced Migration in Visual-to-Acoustic Perceptual Decomposition

Authors: Ranero García, Jose;

ARGIRA IX: Channel Covariance and Operator-Induced Migration in Visual-to-Acoustic Perceptual Decomposition

Abstract

ARGIRA IX extends the ARGIRA VIII framework on cross-modal invariance analysis by decomposing the aggregate acoustic target tempo_bpm into three interpretable perceptual components: chromatic (tempo_color), structural (tempo_fractal), and spatial (tempo_space) channels. The dataset investigates whether visual-to-acoustic associations persist under explicit operator-induced reparameterization of the mapping function across three configurations (M1–M3), which include baseline, functional transformation, and architectural reorganization of feature-to-target assignments. Results indicate that associations previously identified as invariant under aggregated targets do not persist when evaluated at the level of decomposed acoustic channels. Instead, predictive signal structure exhibits systematic redistribution across operator-defined channels, suggesting strong dependence on representational architecture rather than intrinsic invariance of the underlying corpus. The release includes full analysis code, operator definitions, classification taxonomy, and visualization artifacts supporting reproducibility of the invariance testing pipeline.

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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