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Moment methods on compact groups Weingarten calculus and its applications · 2022-ana-190

Functional Analysis · ICM 2022: Moment methods on compact groups Weingarten calculus and its applications

Source assessment · not reviewedAs of 2026-08-18Source & evidence ↓

Problem statement

Fix an integer d≥2d\ge 2. On a common probability space, let U1(n),…,Ud(n)∈U(n)U_1^{(n)},\ldots,U_d^{(n)}\in U(n), for each n≥1n\ge 1, be random matrices such that, for every fixed nn, the matrices U1(n),…,Ud(n)U_1^{(n)},\ldots,U_d^{(n)} are independent and Haar-distributed on the unitary group U(n)U(n). Let u1,…,udu_1,\ldots,u_d be the canonical free Haar unitaries generating the reduced group C∗C^*-algebra Cr∗(Fd)C_r^*(\mathbb F_d) of the free group on dd generators, and let τ\tau be its canonical trace.

Determine whether, almost surely as n→∞n\to\infty, the d2d^2-tuple

(Ui(n)⊗Uj(n))1≤i,j≤d⊂Mn2(C) \bigl(U_i^{(n)}\otimes U_j^{(n)}\bigr)_{1\le i,j\le d}\subset M_{n^2}(\mathbb C)

converges strongly to

(ui⊗uj)1≤i,j≤d⊂Cr∗(Fd)⊗min⁡Cr∗(Fd). \bigl(u_i\otimes u_j\bigr)_{1\le i,j\le d}\subset C_r^*(\mathbb F_d)\otimes_{\min}C_r^*(\mathbb F_d).

Explicitly, determine whether, for every noncommutative ∗*-polynomial PP in d2d^2 variables, both

1n2Tr⁡ ⁣(P ⁣((Ui(n)⊗Uj(n))i,j))⟶(τ⊗τ) ⁣(P ⁣((ui⊗uj)i,j)) \frac{1}{n^2}\operatorname{Tr}\!\left(P\!\left((U_i^{(n)}\otimes U_j^{(n)})_{i,j}\right)\right) \longrightarrow (\tau\otimes\tau)\!\left(P\!\left((u_i\otimes u_j)_{i,j}\right)\right)

and

∥P ⁣((Ui(n)⊗Uj(n))i,j)∥Mn2(C)⟶∥P ⁣((ui⊗uj)i,j)∥Cr∗(Fd)⊗min⁡Cr∗(Fd) \left\|P\!\left((U_i^{(n)}\otimes U_j^{(n)})_{i,j}\right)\right\|_{M_{n^2}(\mathbb C)} \longrightarrow \left\|P\!\left((u_i\otimes u_j)_{i,j}\right)\right\|_{C_r^*(\mathbb F_d)\otimes_{\min}C_r^*(\mathbb F_d)}

hold, where Tr⁡\operatorname{Tr} denotes the ordinary (unnormalized) matrix trace.

Lean 4

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Progress & source assessment

Source-reported assessment from the ICM catalogue snapshot. This is not an independent review by Frontier Science.

Verdict: unresolved.

The normalized-trace part of the problem is known. By strong asymptotic freeness of independent Haar unitary matrices, every normalized trace of a word in U1(n),…,Ud(n)U_1^{(n)},\ldots,U_d^{(n)} converges almost surely to the corresponding free-group trace. A monomial in the tensors Ui(n)⊗Uj(n)U_i^{(n)}\otimes U_j^{(n)} has normalized trace equal to the product of the normalized traces of its two component words, so this gives the stated τ⊗τ\tau\otimes\tau limit for every ∗*-polynomial.

The operator-norm assertion for the entire cross-indexed family is not resolved by the literature located through August 2026. Collins explicitly isolates the behavior of Ui⊗UjU_i\otimes U_j for arbitrary indices, rather than only i=ji=j, as an open direction. Subsequent results prove strong convergence for diagonal tensor representations and for models whose different tensor legs use independent Haar families, but neither result covers the dependence in this problem, where the same tuple (U1(n),…,Ud(n))(U_1^{(n)},\ldots,U_d^{(n)}) is reused on both legs. No proof or counterexample for that exact joint norm convergence was found.

Key references:

  • Benoit Collins, Moment methods on compact groups: Weingarten calculus and its applications, Proceedings of the International Congress of Mathematicians 2022, Vol. 4, 2022, pp. 3142-3164, DOI 10.4171/ICM2022/114. Section 6(4) identifies arbitrary-index tensors Ui⊗UjU_i\otimes U_j as the outstanding case and contrasts it with the diagonal case treated in earlier work.
  • Benoit Collins and Camille Male, The strong asymptotic freeness of Haar and deterministic matrices, Annales scientifiques de l'Ecole Normale Superieure 47 (2014), no. 1, 147-163, DOI 10.24033/asens.2211. Their strong convergence theorem for independent Haar unitaries supplies, in particular, the almost-sure word-trace limits used above; it does not control the correlated tensor-square model.
  • Charles Bordenave and Benoit Collins, Strong asymptotic freeness for independent uniform variables on compact groups associated to nontrivial representations, Inventiones Mathematicae 237 (2024), no. 1, 221-273, DOI 10.1007/s00222-024-01259-z. Their tensor theorem covers tuples such as (Ui⊗q)i(U_i^{\otimes q})_i, hence diagonal index patterns, but not the joint family (Ui⊗Uj)i,j(U_i\otimes U_j)_{i,j}.
  • Charles Bordenave and Benoit Collins, Norm of matrix-valued polynomials in random unitaries and permutations, preprint, 2024 version, arXiv:2304.05714. Theorem 9.2 proves strong convergence in probability for tensor-product representations of Cartesian products of free groups when the Haar matrices on distinct tensor legs are independent. Its independence hypothesis excludes the reused-family model here, even though it is the strongest closely related tensor result found.
References
  1. [1]ICM Conjectures · 2022-ana-190 link
  2. [2]ICM 2022: Moment methods on compact groups Weingarten calculus and its applications link

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