张量渐近谱中的泛点

M. Christandl, Péter Vrana, Jeroen Zuiddam
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引用次数: 47

摘要

张量s和t的渐近限制问题是找到最小的β≥0,使得t的第n次张量幂可以由(β n+o(n))张量的第n次张量幂通过对张量腿应用线性映射得到-这被称为限制-当n趋于无穷时。它的应用包括:在代数复杂性理论中计算矩阵乘法的算术复杂度;在量子信息论中通过随机局部运算和经典通信确定纯量子态之间渐近变换的可行性;在代数性质检验中限定某些性质的查询复杂度;在加性组合学中限定三色无和集等组合结构的大小。自然地,渐近限制问题要求障碍(考虑计算复杂性的下界)和构造(考虑快速矩阵乘法算法)。Strassen表明,对于障碍物,考虑k张量到非负实数的映射是足够的,这些映射在限制下是单调的,在对角张量上归一化,在直接和下是可加的,在张量积下是可乘的,称为谱点(SFCS 1986和J. Reine Angew)。数学。1988)。Strassen引入了支持泛函,它是斜张量的谱点,斜张量是所有张量的严格子族(J. Reine Angew)。数学。1991)。在构造方面,一个重要的工作是紧张量和紧集的Coppersmith-Winograd方法。我们提出了所有复张量族的第一个非平凡谱点,称为量子泛函。三十年来,寻找这样的通用谱点一直是一个悬而未决的问题。我们使用了量子信息论、不变性理论和矩多面体的技术。我们比较了支持泛函和量子泛函,并计算了泛函的一般值。我们本着Blasiak等人的精神,将泛函与几何不变性理论中的不稳定性联系起来(Discrete Anal. 2017)。我们证明了量子泛函在片秩和多片秩上是渐近上界,推广了Tao和Sawin的结果。进一步,通过组合退化对Coppersmith-Winograd方法进行扩展,在渐近限制问题组合版本的构造方面取得了进展。正则方法在任意紧集的幂上构造大的自由对角线。我们的扩展版本适用于任何具有组合退化到紧集的集合。这推广了Kleinberg, Sawin和Speyer的结果。作为一个应用,我们通过将这个问题简化为Strassen关于约简多项式乘法的结果,在事后证明了最近关于三色无和集的结果。本文的完整版本的证明可以在https://arxiv.org/abs/1709.07851上找到。
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Universal points in the asymptotic spectrum of tensors
The asymptotic restriction problem for tensors s and t is to find the smallest β ≥ 0 such that the nth tensor power of t can be obtained from the (β n+o(n))th tensor power of s by applying linear maps to the tensor legs — this is called restriction — when n goes to infinity. Applications include computing the arithmetic complexity of matrix multiplication in algebraic complexity theory, deciding the feasibility of an asymptotic transformation between pure quantum states via stochastic local operations and classical communication in quantum information theory, bounding the query complexity of certain properties in algebraic property testing, and bounding the size of combinatorial structures like tri-colored sum-free sets in additive combinatorics. Naturally, the asymptotic restriction problem asks for obstructions (think of lower bounds in computational complexity) and constructions (think of fast matrix multiplication algorithms). Strassen showed that for obstructions it is sufficient to consider maps from k-tensors to nonnegative reals, that are monotone under restriction, normalised on diagonal tensors, additive under direct sum and multiplicative under tensor product, named spectral points (SFCS 1986 and J. Reine Angew. Math. 1988). Strassen introduced the support functionals, which are spectral points for oblique tensors, a strict subfamily of all tensors (J. Reine Angew. Math. 1991). On the construction side, an important work is the Coppersmith-Winograd method for tight tensors and tight sets. We present the first nontrivial spectral points for the family of all complex tensors, named quantum functionals. Finding such universal spectral points has been an open problem for thirty years. We use techniques from quantum information theory, invariant theory and moment polytopes. We present comparisons among the support functionals and our quantum functionals, and compute generic values. We relate the functionals to instability from geometric invariant theory, in the spirit of Blasiak et al. (Discrete Anal. 2017). We prove that the quantum functionals are asymptotic upper bounds on slice-rank and multi-slice rank, extending a result of Tao and Sawin. Furthermore, we make progress on the construction side of the combinatorial version of the asymptotic restriction problem by extending the Coppersmith–Winograd method via combinatorial degeneration. The regular method constructs large free diagonals in powers of any tight set. Our extended version works for any set that has a combinatorial degeneration to a tight set. This generalizes a result of Kleinberg, Sawin and Speyer. As an application we reprove in hindsight recent results on tri-colored sum-free sets by reducing this problem to a result of Strassen on reduced polynomial multiplication. Proofs are in the full version of this paper, available at https://arxiv.org/abs/1709.07851.
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