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Twofold universality of large-$N$ melonic random tensors

Combinatorics 2026-07-09 v1 Statistical Mechanics High Energy Physics - Theory Mathematical Physics Probability

Abstract

We construct a measure that exhibits two aspects of a new type of universality and dramatically simplifies the integration of tensors Ta1,a2,,aDCT_{a_1,a_2,\ldots,a_D} \in \mathbb{C} (a1,,aD=1,,Na_1,\ldots,a_D=1,\ldots,N) at large NN. In contrast to matrix integration, in which matrix traces canonically yield the integrand, tensors need additional information (equivalent to a DD-coloured graph BB) to contract their indices and form a tensor trace B(T)B(T). We show that, whenever each B1,,BnB_1,\ldots, B_n can be obtained by a recursive construction known as melonicity, then the leading order in NN of the integral of B1(T)B2(T)Bn(T) {B_1}(T) {B_2}(T) \cdots {B_n}(T) is independent of the -- often intricate -- combinatorics of the traces BiB_i, but also, to our surprise, independent of DD as far as D3D\geq 3. Instead, at large NN, these integrals are some functions (indexed by nn) of the number of vertices 2pi2p_i of BiB_i which we call melonic polynomials. Melonic traces cumulants with respect to any ('interacting') measure exp{ND1i=1mgiBi(T)}dμ0(T)(g1,,gmR,dμ0(T)=the tensor Gaussian) \exp\Big\{-N^{D-1} \sum_{i=1}^m g_i {B_i}(T)\Big\} \mathrm{d}\mu_0(T) \quad (g_1,\ldots,g_m \in \mathbb{R}, \mathrm{d}\mu_0(T) =\text{the tensor Gaussian}) with each BiB_i melonic, can be computed with our universal measure that replaces each BiB_i by a canonical trace depending only on pip_i. We prove that any two melonic tensor models are indistinguishable at large-NN, independently of the number of tensor indices (first universality aspect), and of the fine-grainedness of their interactions (second universality), being a sufficient condition that the couplings (the parameters gig_i above) agree and their respective traces are monomials with the same degree in TT.

Keywords

Cite

@article{arxiv.2607.08677,
  title  = {Twofold universality of large-$N$ melonic random tensors},
  author = {Carlos I. Perez-Sanchez},
  journal= {arXiv preprint arXiv:2607.08677},
  year   = {2026}
}

Comments

22 pp, 12pt fontsize, several figures. Comments welcome