New lower bounds for matrix multiplication and $\operatorname {det}_3$

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Austin Conner, Alicia Harper, J. Landsberg
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引用次数: 1

Abstract

Abstract Let $M_{\langle \mathbf {u},\mathbf {v},\mathbf {w}\rangle }\in \mathbb C^{\mathbf {u}\mathbf {v}}{\mathord { \otimes } } \mathbb C^{\mathbf {v}\mathbf {w}}{\mathord { \otimes } } \mathbb C^{\mathbf {w}\mathbf {u}}$ denote the matrix multiplication tensor (and write $M_{\langle \mathbf {n} \rangle }=M_{\langle \mathbf {n},\mathbf {n},\mathbf {n}\rangle }$ ), and let $\operatorname {det}_3\in (\mathbb C^9)^{{\mathord { \otimes } } 3}$ denote the determinant polynomial considered as a tensor. For a tensor T, let $\underline {\mathbf {R}}(T)$ denote its border rank. We (i) give the first hand-checkable algebraic proof that $\underline {\mathbf {R}}(M_{\langle 2\rangle })=7$ , (ii) prove $\underline {\mathbf {R}}(M_{\langle 223\rangle })=10$ and $\underline {\mathbf {R}}(M_{\langle 233\rangle })=14$ , where previously the only nontrivial matrix multiplication tensor whose border rank had been determined was $M_{\langle 2\rangle }$ , (iii) prove $\underline {\mathbf {R}}( M_{\langle 3\rangle })\geq 17$ , (iv) prove $\underline {\mathbf {R}}(\operatorname {det}_3)=17$ , improving the previous lower bound of $12$ , (v) prove $\underline {\mathbf {R}}(M_{\langle 2\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+1.32\mathbf {n}$ for all $\mathbf {n}\geq 25$ , where previously only $\underline {\mathbf {R}}(M_{\langle 2\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+1$ was known, as well as lower bounds for $4\leq \mathbf {n}\leq 25$ , and (vi) prove $\underline {\mathbf {R}}(M_{\langle 3\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+1.6\mathbf {n}$ for all $\mathbf {n} \ge 18$ , where previously only $\underline {\mathbf {R}}(M_{\langle 3\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+2$ was known. The last two results are significant for two reasons: (i) they are essentially the first nontrivial lower bounds for tensors in an “unbalanced” ambient space and (ii) they demonstrate that the methods we use (border apolarity) may be applied to sequences of tensors. The methods used to obtain the results are new and “nonnatural” in the sense of Razborov and Rudich, in that the results are obtained via an algorithm that cannot be effectively applied to generic tensors. We utilize a new technique, called border apolarity developed by Buczyńska and Buczyński in the general context of toric varieties. We apply this technique to develop an algorithm that, given a tensor T and an integer r, in a finite number of steps, either outputs that there is no border rank r decomposition for T or produces a list of all normalized ideals which could potentially result from a border rank decomposition. The algorithm is effectively implementable when T has a large symmetry group, in which case it outputs potential decompositions in a natural normal form. The algorithm is based on algebraic geometry and representation theory.
新的下界矩阵乘法和$\operatorname {det}_3$
摘要:设$M_{\langle \mathbf {u},\mathbf {v},\mathbf {w}\rangle }\in \mathbb C^{\mathbf {u}\mathbf {v}}{\mathord { \otimes } } \mathbb C^{\mathbf {v}\mathbf {w}}{\mathord { \otimes } } \mathbb C^{\mathbf {w}\mathbf {u}}$表示矩阵乘法张量(写成$M_{\langle \mathbf {n} \rangle }=M_{\langle \mathbf {n},\mathbf {n},\mathbf {n}\rangle }$),设$\operatorname {det}_3\in (\mathbb C^9)^{{\mathord { \otimes } } 3}$表示作为张量的行列式多项式。对于张量T,设$\underline {\mathbf {R}}(T)$表示它的边界秩。我们(i)给出了$\underline {\mathbf {R}}(M_{\langle 2\rangle })=7$的第一个可手工校验的代数证明,(ii)证明了$\underline {\mathbf {R}}(M_{\langle 223\rangle })=10$和$\underline {\mathbf {R}}(M_{\langle 233\rangle })=14$,其中以前唯一确定边界秩的非平凡矩阵乘法张量是$M_{\langle 2\rangle }$, (iii)证明了$\underline {\mathbf {R}}( M_{\langle 3\rangle })\geq 17$, (iv)证明了$\underline {\mathbf {R}}(\operatorname {det}_3)=17$,改进了$12$的上界,(v)证明了$\underline {\mathbf {R}}(M_{\langle 2\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+1.32\mathbf {n}$对所有$\mathbf {n}\geq 25$,其中以前只知道$\underline {\mathbf {R}}(M_{\langle 2\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+1$。以及$4\leq \mathbf {n}\leq 25$的下界,和(vi)证明$\underline {\mathbf {R}}(M_{\langle 3\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+1.6\mathbf {n}$对所有$\mathbf {n} \ge 18$,其中以前只知道$\underline {\mathbf {R}}(M_{\langle 3\mathbf {n}\mathbf {n}\rangle })\geq \mathbf {n}^2+2$。最后两个结果之所以重要,有两个原因:(i)它们本质上是“不平衡”环境空间中张量的第一个非平凡下界;(ii)它们证明了我们使用的方法(边界极化)可以应用于张量序列。在Razborov和Rudich的意义上,用于获得结果的方法是新的和“非自然的”,因为结果是通过一种不能有效应用于泛型张量的算法获得的。我们利用了一种新技术,称为边界极性,由Buczyńska和Buczyński在环面品种的一般背景下开发。我们应用这种技术来开发一种算法,给定一个张量T和一个整数r,在有限的步骤中,要么输出T没有边界秩r分解,要么产生一个可能由边界秩分解产生的所有标准化理想的列表。当T有一个大的对称群时,该算法是有效实现的,在这种情况下,它以自然范式输出潜在的分解。该算法基于代数几何和表示理论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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