A universal sequence of tensors for the asymptotic rank conjecture

April 09, 2024 ยท The Ethereal ยท ๐Ÿ› Information Technology Convergence and Services

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Authors Petteri Kaski, Mateusz Michaล‚ek 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 $ฯƒ(T)$ 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 $ฯ‰=2ฯƒ(\mathrm{MM}_2)$, 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 $ฯƒ(\mathcal{U}_d)=ฯƒ(d)$ where $ฯƒ(d)=\sup_{T\in\mathbb{F}^d\otimes\mathbb{F}^d\otimes\mathbb{F}^d}ฯƒ(T)$. We also supply an explicit universal sequence $\mathcal{U}_ฮ”$ localised to capture the worst-case exponent $ฯƒ(ฮ”)$ 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 $ฯƒ(\mathcal{T}_d)=1$ holds if and only if Strassen's asymptotic rank conjecture [Progr. Math. 120 (1994)] holds for $d$. Finally, we show that the limit $\lim_{d\rightarrow\infty}ฯƒ(d)$ exists and can be captured as $\lim_{d\rightarrow\infty} ฯƒ(D_d)$ 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 $ฯƒ(d)$. 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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