English

A universal sequence of tensors for the asymptotic rank conjecture

Computational Complexity 2024-04-10 v1 Data Structures and Algorithms Algebraic Geometry

Abstract

The exponent σ(T)\sigma(T) of a tensor TFdFdFdT\in\mathbb{F}^d\otimes\mathbb{F}^d\otimes\mathbb{F}^d over a field F\mathbb{F} captures the base of the exponential growth rate of the tensor rank of TT under Kronecker powers. Tensor exponents are fundamental from the standpoint of algorithms and computational complexity theory; for example, the exponent ω\omega of matrix multiplication can be characterized as ω=2σ(MM2)\omega=2\sigma(\mathrm{MM}_2), where MM2F4F4F4\mathrm{MM}_2\in\mathbb{F}^4\otimes\mathbb{F}^4\otimes\mathbb{F}^4 is the tensor that represents 2×22\times 2 matrix multiplication. Our main result is an explicit construction of a sequence Ud\mathcal{U}_d of zero-one-valued tensors that is universal for the worst-case tensor exponent; more precisely, we show that σ(Ud)=σ(d)\sigma(\mathcal{U}_d)=\sigma(d) where σ(d)=supTFdFdFdσ(T)\sigma(d)=\sup_{T\in\mathbb{F}^d\otimes\mathbb{F}^d\otimes\mathbb{F}^d}\sigma(T). We also supply an explicit universal sequence UΔ\mathcal{U}_\Delta localised to capture the worst-case exponent σ(Δ)\sigma(\Delta) of tensors with support contained in Δ[d]×[d]×[d]\Delta\subseteq [d]\times[d]\times [d]; by combining such sequences, we obtain a universal sequence Td\mathcal{T}_d such that σ(Td)=1\sigma(\mathcal{T}_d)=1 holds if and only if Strassen's asymptotic rank conjecture [Progr. Math. 120 (1994)] holds for dd. Finally, we show that the limit limdσ(d)\lim_{d\rightarrow\infty}\sigma(d) exists and can be captured as limdσ(Dd)\lim_{d\rightarrow\infty} \sigma(D_d) for an explicit sequence (Dd)d=1(D_d)_{d=1}^\infty of tensors obtained by diagonalisation of the sequences Ud\mathcal{U}_d. As our second result we relate the absence of polynomials of fixed degree vanishing on tensors of low rank, or more generally asymptotic rank, with upper bounds on the exponent σ(d)\sigma(d). Using this technique, one may bound asymptotic rank for all tensors of a given format, knowing enough specific tensors of low asymptotic rank.

Keywords

Cite

@article{arxiv.2404.06427,
  title  = {A universal sequence of tensors for the asymptotic rank conjecture},
  author = {Petteri Kaski and Mateusz Michałek},
  journal= {arXiv preprint arXiv:2404.06427},
  year   = {2024}
}