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相关论文: A note on the gap between rank and border rank

200 篇论文

We determine the border ranks of tensors that could potentially advance the known upper bound for the exponent $\omega$ of matrix multiplication. The Kronecker square of the small $q=2$ Coppersmith-Winograd tensor equals the $3\times 3$…

代数几何 · 数学 2020-09-25 Austin Conner , Hang Huang , J. M. Landsberg

We give a sufficient criterion for a lower bound of the cactus rank of a tensor. Then we refine that criterion in order to be able to give an explicit sufficient condition for a non-redundant decomposition of a tensor to be minimal and…

代数几何 · 数学 2017-05-08 Edoardo Ballico , Alessandra Bernardi , Luca Chiantini , Elena Guardo

The tensor rank decomposition is a useful tool for the geometric interpretation of the tensors in the canonical tensor model (CTM) of quantum gravity. In order to understand the stability of this interpretation, it is important to be able…

广义相对论与量子宇宙学 · 物理学 2021-07-22 Dennis Obster , Naoki Sasakura

A tensor defined over a finite field $\mathbb{F}$ has low analytic rank if the distribution of its values differs significantly from the uniform distribution. An order $d$ tensor has partition rank 1 if it can be written as a product of two…

组合数学 · 数学 2020-05-19 Oliver Janzer

Higher-order tensor datasets arise commonly in recommendation systems, neuroimaging, and social networks. Here we develop probable methods for estimating a possibly high rank signal tensor from noisy observations. We consider a generative…

统计方法学 · 统计学 2023-04-11 Chanwoo Lee , Miaoyan Wang

A computationally challenging classical elimination theory problem is to compute polynomials which vanish on the set of tensors of a given rank. By moving away from computing polynomials via elimination theory to computing pseudowitness…

We study typical ranks with respect to a real variety $X$. Examples of such are tensor rank ($X$ is the Segre variety) and symmetric tensor rank ($X$ is the Veronese variety). We show that any rank between the minimal typical rank and the…

代数几何 · 数学 2015-12-08 Alessandra Bernardi , Grigoriy Blekherman , Giorgio Ottaviani

We show that determining the rank of a tensor over a field has the same complexity as deciding the existential theory of that field. This implies earlier NP-hardness results by H{\aa}stad~\cite{H90}. The hardness proof also implies an…

计算复杂性 · 计算机科学 2024-01-11 Marcus Schaefer , Daniel Stefankovic

The tensor rank (also known as generalized Schmidt rank) of multipartite pure states plays an important role in the study of entanglement classifications and transformations. We employ powerful tools from the theory of homogeneous…

量子物理 · 物理学 2011-03-21 Lin Chen , Eric Chitambar , Runyao Duan , Zhengfeng Ji , Andreas Winter

We construct a lower bound of the tensor rank for a new class of tensors, which we call persistent tensors. We present three specific families of persistent tensors, of which the lower bound is tight. We show that there is a chain of…

量子物理 · 物理学 2024-02-07 Masoud Gharahi , Vladimir Lysikov

In this paper, we give a survey of the known results concerning the tensor rank of the multiplication in finite fields and we establish new asymptotical and not asymptotical upper bounds about it.

代数几何 · 数学 2011-07-13 Stéphane Ballet , Jean Chaumine , Julia Pieltant , Robert Rolland

The tensor rank and border rank of the $3 \times 3$ determinant tensor is known to be $5$ if characteristic is not two. In this paper, we show that the tensor rank remains $5$ for fields of characteristic two as well. We also include an…

组合数学 · 数学 2018-01-03 Siddharth Krishna , Visu Makam

We make a geometric study of the Geometric Rank of tensors recently introduced by Kopparty et al. Results include classification of tensors with degenerate geometric rank in $C^3\otimes C^3\otimes C^3$, classification of tensors with…

计算复杂性 · 计算机科学 2022-08-24 Runshi Geng , J. M. Landsberg

In this article the notion of the nondecreasing (ND) rank of a matrix or tensor is introduced. A tensor has an ND rank of r if it can be represented as a sum of r outer products of vectors, with each vector satisfying a monotonicity…

机器学习 · 统计学 2025-10-21 Andrew McCormack

The border rank of the matrix multiplication operator for n by n matrices is a standard measure of its complexity. Using techniques from algebraic geometry and representation theory, we show the border rank is at least 2n^2-n. Our bounds…

计算复杂性 · 计算机科学 2013-06-04 J. M. Landsberg , Giorgio Ottaviani

The orthogonal decomposition factorizes a tensor into a sum of an orthogonal list of rankone tensors. We present several properties of orthogonal rank. We find that a subtensor may have a larger orthogonal rank than the whole tensor and…

数值分析 · 数学 2022-12-05 Chao Zeng

Let $M_{\langle u,v,w\rangle}\in C^{uv}\otimes C^{vw}\otimes C^{wu}$ denote the matrix multiplication tensor (and write $M_n=M_{\langle n,n,n\rangle}$) and let $det_3\in ( C^9)^{\otimes 3}$ denote the determinant polynomial considered as a…

代数几何 · 数学 2019-11-20 Austin Conner , Alicia Harper , J. M. Landsberg

We present the theory of rank-metric codes with respect to the 3-tensors that generate them. We define the generator tensor and the parity check tensor of a matrix code, and describe the properties of a code through these objects. We define…

信息论 · 计算机科学 2019-04-11 Eimear Byrne , Alessandro Neri , Alberto Ravagnani , John Sheekey

We study the rank of a general tensor $u$ in a tensor product $H_1\ot...\ot H_k$. The rank of $u$ is the minimal number $p$ of pure states $v_1,...,v_p$ such that $u$ is a linear combination of the $v_j$'s. This rank is an algebraic measure…

量子物理 · 物理学 2007-05-23 Jean-Luc Brylinski

This is Part II of our work about random tensor inequalities and tail bounds for bivariate random tensor means. After reviewing basic facts about random tensors, we first consider tail bounds with more general connection functions. Then, a…

概率论 · 数学 2023-05-08 Shih-Yu Chang