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The Ethereal
A universal sequence of tensors for the asymptotic rank conjecture
April 09, 2024 ยท The Ethereal ยท ๐ Information Technology Convergence and Services
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Authors
Petteri Kaski, Mateusz Michaลek
arXiv ID
2404.06427
Category
cs.CC: Computational Complexity
Cross-listed
cs.DS,
math.AG
Citations
8
Venue
Information Technology Convergence and Services
Last Checked
2 months ago
Abstract
The exponent $ฯ(T)$ of a tensor $T\in\mathbb{F}^d\otimes\mathbb{F}^d\otimes\mathbb{F}^d$ over a field $\mathbb{F}$ captures the base of the exponential growth rate of the tensor rank of $T$ under Kronecker powers. Tensor exponents are fundamental from the standpoint of algorithms and computational complexity theory; for example, the exponent $ฯ$ of matrix multiplication can be characterized as $ฯ=2ฯ(\mathrm{MM}_2)$, where $\mathrm{MM}_2\in\mathbb{F}^4\otimes\mathbb{F}^4\otimes\mathbb{F}^4$ is the tensor that represents $2\times 2$ matrix multiplication. Our main result is an explicit construction of a sequence $\mathcal{U}_d$ of zero-one-valued tensors that is universal for the worst-case tensor exponent; more precisely, we show that $ฯ(\mathcal{U}_d)=ฯ(d)$ where $ฯ(d)=\sup_{T\in\mathbb{F}^d\otimes\mathbb{F}^d\otimes\mathbb{F}^d}ฯ(T)$. We also supply an explicit universal sequence $\mathcal{U}_ฮ$ localised to capture the worst-case exponent $ฯ(ฮ)$ of tensors with support contained in $ฮ\subseteq [d]\times[d]\times [d]$; by combining such sequences, we obtain a universal sequence $\mathcal{T}_d$ such that $ฯ(\mathcal{T}_d)=1$ holds if and only if Strassen's asymptotic rank conjecture [Progr. Math. 120 (1994)] holds for $d$. Finally, we show that the limit $\lim_{d\rightarrow\infty}ฯ(d)$ exists and can be captured as $\lim_{d\rightarrow\infty} ฯ(D_d)$ for an explicit sequence $(D_d)_{d=1}^\infty$ of tensors obtained by diagonalisation of the sequences $\mathcal{U}_d$. 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 $ฯ(d)$. Using this technique, one may bound asymptotic rank for all tensors of a given format, knowing enough specific tensors of low asymptotic rank.
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