Coordination Measures for Learner–Agent Dyads under Bandwidth Constraint

A companion position paper has argued that under severe bandwidth constraint the improvement cycle in DeafBlind education must be owned by the learner, because no sighted-hearing party can evaluate the semantic yield of a tactile output. That argument leaves a metrological hole. If quality cannot be specified externally, what is measured, and by what estimator? This paper closes the hole. It takes a published four-component coordination measure developed for multi-agent ensembles — the EDP-Φ Bridge of Kremenchutskiy (2026a) — and asks whether it transfers to a dyad consisting of one learner and one assistive agent. It does not transfer intact. Two of the four components are shown to degenerate at n = 2: the revision-capacity term, defined as the second-smallest eigenvalue of an agreement-graph Laplacian, reduces to a single edge weight and carries no structural information; and the coherence term, defined as a variance across ensemble members, is not an ensemble statistic when there are two members. Both are replaced with within-dyad, longitudinal substitutes that preserve the intended construct while surviving the degeneracy. The result is a four-measure instrument with named estimators and, for each, a stated falsifying observation. The instrument is offered for evaluation by DeafBlind researchers and practitioners; the authors do not claim it has been validated, and §7 states what would be required to validate it.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-25
DOI
https://doi.org/10.5281/zenodo.21559016
Primary Topic
Hearing Impairment and Communication
Type
article
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article

Coordination Measures for Learner–Agent Dyads under Bandwidth Constraint

Galymzhan Gabdreshov, Nurbek Yensebayev, Bauyrzhan Omirali, Saule Aidarkhanova
Zenodo (CERN European Organization for Nuclear Research)
Hearing Impairment and Communication
article

Coordination Measures for Learner–Agent Dyads under Bandwidth Constraint

Galymzhan Gabdreshov, Nurbek Yensebayev, Bauyrzhan Omirali, Saule Aidarkhanova
article en

Abstract

A companion position paper has argued that under severe bandwidth constraint the improvement cycle in DeafBlind education must be owned by the learner, because no sighted-hearing party can evaluate the semantic yield of a tactile output. That argument leaves a metrological hole. If quality cannot be specified externally, what is measured, and by what estimator? This paper closes the hole. It takes a published four-component coordination measure developed for multi-agent ensembles — the EDP-Φ Bridge of Kremenchutskiy (2026a) — and asks whether it transfers to a dyad consisting of one learner and one assistive agent. It does not transfer intact. Two of the four components are shown to degenerate at n = 2: the revision-capacity term, defined as the second-smallest eigenvalue of an agreement-graph Laplacian, reduces to a single edge weight and carries no structural information; and the coherence term, defined as a variance across ensemble members, is not an ensemble statistic when there are two members. Both are replaced with within-dyad, longitudinal substitutes that preserve the intended construct while surviving the degeneracy. The result is a four-measure instrument with named estimators and, for each, a stated falsifying observation. The instrument is offered for evaluation by DeafBlind researchers and practitioners; the authors do not claim it has been validated, and §7 states what would be required to validate it.

Zenodo (CERN European Organization for Nuclear Research)
Living with Disability (GB)
Quality Education
Openalex Percentile: Top 4%
Hearing Impairment and Communication
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Coordination Measures for Learner–Agent Dyads under Bandwidth Constraint — Galymzhan Gabdreshov, Nurbek Yensebayev, et al. · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS