The thermomajorization characterization by fixed-point stochastic maps

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Let x,y,d∈Rnx,y,d\in\mathbb R^n with d≥0d\geq 0 be given. A matrix A∈R+n×nA\in\mathbb R_+^{n\times n} is column-stochastic when e⊤A=e⊤\mathbb e^\top A=\mathbb e^\top; it fixes dd when Ad=dAd=d. Thermomajorization characterization. The following are equivalent: there exists a column-stochastic matrix AA fixing dd and satisfying Ay=xAy=x; and

e⊤x=e⊤y\mathbb e^\top x=\mathbb e^\top y

and

∥dix−yid∥1≤∥diy−yid∥1for all i=1,…,n.\lVert d_i x-y_i d\rVert_1\leq\lVert d_i y-y_i d\rVert_1 \qquad\text{for all }i=1,\ldots,n.

This would characterize the transformation relation x≺dyx\prec_d y by finitely many norm inequalities. The paper states that the result proved there is only a special case, that numerous examples suggest the conjecture, and that it is not attempted because it is beside the article's main point; its resolution is therefore left open.

References

Primary source

Frederik vom Ende and Emanuel Malvetti, “The Thermomajorization Polytope and Its Degeneracies”, arXiv:2212.04305 (2024).

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