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Rank-One HCIZ Integrals and Multiplicative Convolutions

Benoît Collins, Nicolas Delporte, Manasa Nagatsu, Reiko Toriumi

Source record

Source: arXiv

Published: Oct 2, 2026

arXiv: 2610.02892

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Source abstract

We study how spectral averaging interacts with the logarithm in large-dimensional rank-one Harish-Chandra--Itzykson--Zuber (HCIZ) integrals. For independent bi-unitarily invariant matrices A,BA,B with uniformly bounded deterministic singular values and weakly convergent empirical spectral measures of their Gram matrices, the integral for (BA)∗(BA)⊗1N(BA)^*(BA)\otimes\mathbf{1}_N has two limiting descriptions at speed N2N^2 for small real parameters: averaging its logarithm gives free multiplicative convolution, whereas taking the logarithm after averaging gives classical multiplicative convolution. We also prove an exact finite-dimensional equality between this annealed integral and the one for (A∗A)⊗(B∗B)(A^*A)\otimes(B^*B). For every fixed number of factors k≥3k\geq3, we construct counterexamples showing that the analogous equality can fail even asymptotically. For tensor products with any fixed number kk of factors, global Haar vectors at speed NkN^k and product-state vectors at speed NN yield classical and free multiplicative convolution, respectively, for small real parameters under the corresponding hypotheses. We also derive the known multiplicativity of the SS-transform.

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