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相关论文: A 58-Addition, Rank-23 Scheme for General 3x3 Matr…

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We present a rank-$23$ algorithm for general $3\times3$ matrix multiplication that uses $56$ additions/subtractions and $23$ multiplications, for a total of $79$ scalar operations in the standard bilinear straight-line model. This improves…

数据结构与算法 · 计算机科学 2026-05-01 Yinqi Sun

We reduce the additive cost of general (non-commutative) 3x3 matrix multiplication from the previous records of 61 (Schwartz-Vaknin, 2023) and 62 (Martensson-Wagner, 2025) to 60 without a change of basis. To our knowledge, this represents a…

数据结构与算法 · 计算机科学 2025-08-19 Joshua Stapleton

In 1969 Strassen showed surprisingly that it is possible to multiply two 2 x 2 matrices using seven multiplications and 18 additions, instead of the naive eight multiplications and four additions. The number of additions was later reduced…

符号计算 · 计算机科学 2026-01-12 Erik Mårtensson , Paul Stankovski Wagner , Joshua Stapleton

One of the most famous conjectures in computer algebra is that matrix multiplication might be feasible in not much more than quadratic time. The best known exponent is 2.376, due to Coppersmith and Winograd. Many attempts to solve this…

符号计算 · 计算机科学 2011-08-22 Nicolas T. Courtois , Gregory V. Bard , Daniel Hulme

We explore new approaches for finding matrix multiplication algorithms in the commutative setting by adapting the flip graph technique: a method previously shown to be effective for discovering fast algorithms in the non-commutative case.…

符号计算 · 计算机科学 2025-06-30 Isaac Wood

It is known since the 1970s that no more than 23 multiplications are required for computing the product of two 3 x 3-matrices. It is not known whether this can also be done with fewer multiplications. However, there are several mutually…

符号计算 · 计算机科学 2019-05-27 Marijn J. H. Heule , Manuel Kauers , Martina Seidl

Matrix multiplication optimization remains a fundamental challenge in computational mathematics. This work introduces a novel approach that discovers matrix multiplication schemes whose coefficients are restricted to the set $\{-1, 0, 1\}$…

符号计算 · 计算机科学 2025-12-02 A. I. Perminov

An open-source C++ framework for discovering fast matrix multiplication schemes using the flip graph approach is presented. The framework supports multiple coefficient rings -- binary ($\mathbb{Z}_2$), modular ternary ($\mathbb{Z}_3$) and…

符号计算 · 计算机科学 2026-03-04 A. I. Perminov

We give explicit low-rank bilinear non-commutative schemes for multiplying structured $n \times n$ matrices with $2 \leq n \leq 5$, which serve as building blocks for recursive algorithms with improved multiplicative factors in asymptotic…

符号计算 · 计算机科学 2025-12-02 Kirill Khoruzhii , Patrick Gelß , Sebastian Pokutta

This paper presents a parallel random-search method for reducing additive complexity in fast matrix multiplication algorithms with ternary coefficients $\{-1,0,1\}$. The approach replaces expensive exact evaluation with fast heuristic…

符号计算 · 计算机科学 2025-12-23 A. I. Perminov

Laderman discovered a scheme for computing the product of two 3x3 matrices using only 23 multiplications in 1976. Since then, some more such schemes were proposed, but it remains open how many there are and whether there exist schemes with…

计算机科学中的逻辑 · 计算机科学 2019-08-20 Marijn J. H. Heule , Manuel Kauers , Martina Seidl

We show that the product of an nx3 matrix and a 3x3 matrix over a commutative ring can be computed using 6n+3 multiplications. For two 3x3 matrices this gives us an algorithm using 21 multiplications. This is an improvement with respect to…

计算复杂性 · 计算机科学 2020-07-28 Andreas Rosowski

The flip graph algorithm is a method for discovering new matrix multiplication schemes by following random walks on a graph. We introduce a version of the flip graph algorithm for matrix multiplication schemes that admit certain symmetries.…

符号计算 · 计算机科学 2025-02-10 Jakob Moosbauer , Michael Poole

The quest for non-commutative matrix multiplication algorithms in small dimensions has seen a lot of recent improvements recently. In particular, the number of scalar multiplications required to multiply two $4\times4$ matrices was first…

符号计算 · 计算机科学 2025-11-27 Jean-Guillaume Dumas , Clément Pernet , Alexandre Sedoglavic

One of prospective ways to find new fast algorithms of matrix multiplication is to study algorithms admitting nontrivial symmetries. In the work possible algorithms for multiplication of $3\times3$ matrices, admitting a certain group $G$…

计算复杂性 · 计算机科学 2022-11-08 Vladimir P. Burichenko

Matrix multiplication consumes a large fraction of the time taken in many machine-learning algorithms. Thus, accelerator chips that perform matrix multiplication faster than conventional processors or even GPU's are of increasing interest.…

数据结构与算法 · 计算机科学 2023-07-06 Daniel Cussen , Jeffrey D. Ullman

This is the second in a series of papers on rank decompositions of the matrix multiplication tensor. We present new rank $23$ decompositions for the $3\times 3$ matrix multiplication tensor $M_{\langle 3\rangle}$. All our decompositions…

计算复杂性 · 计算机科学 2018-01-04 Grey Ballard , Christian Ikenmeyer , J. M. Landsberg , Nick Ryder

This study proposes the "adaptive flip graph algorithm", which combines adaptive searches with the flip graph algorithm for finding fast and efficient methods for matrix multiplication. The adaptive flip graph algorithm addresses the…

符号计算 · 计算机科学 2024-03-19 Yamato Arai , Yuma Ichikawa , Koji Hukushima

It is proved that there is no an algorithm for multiplication of $3\times3$ matrices of multiplicative length $\leq23$ that is invariant under a certain group isomorphic to $S_4\times S_3$. The proof makes use of description of the orbits…

计算复杂性 · 计算机科学 2022-11-09 Vladimir P. Burichenko

We show how to construct highly symmetric algorithms for matrix multiplication. In particular, we consider algorithms which decompose the matrix multiplication tensor into a sum of rank-1 tensors, where the decomposition itself consists of…

计算复杂性 · 计算机科学 2016-12-13 Joshua A. Grochow , Cristopher Moore
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