Blind group selection consistency conjecture

Let G\mathcal{G} be a library of candidate groups, let x\mathbf{x} be a single observation, let ψ(G,x)\psi(G,\mathbf{x}) be the spectral concentration criterion, and let δ(G,R)\delta(G,\mathbf{R}) be the sample commutativity residual for population covariance R\mathbf{R}. Define the optimal group by

G=argminGGδ(G,R).G^*=\arg\min_{G\in\mathcal{G}}\delta(G,\mathbf{R}).

Blind group selection consistency conjecture. The spectral-concentration selector is consistent at high signal-to-noise ratio:

Pr ⁣[argmaxGGψ(G,x)=G]1as SNR.\Pr\!\left[\arg\max_{G\in\mathcal{G}}\psi(G,\mathbf{x})=G^*\right]\to 1\quad\text{as }\operatorname{SNR}\to\infty.

This would provide a blind, single-snapshot method for selecting the group whose action best matches the covariance, without knowing R\mathbf{R}. The supplied text gives no evidence that the claim has been proved or disproved.

Sources & referencesView supporting material

Primary source

Mitchell A. Thornton, “Algebraic Diversity: Group-Theoretic Spectral Estimation from Single Observations”, arXiv:2604.03634 (2026).

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