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Complex to Rational Fast Matrix Multiplication

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Fast subcubic time matrix multiplication algorithms are asymptotically faster than the classical algorithm, but they are often slower in practice. One obstacle to speed is the use of complex coefficients, which increases arithmetic overhead and limits practical efficiency. This paper focuses on transforming complex-coefficient matrix multiplication algorithms into equivalent real or rational-coefficient ones. We present a method that, under some empirically mild condition, for complex-coefficient matrix multiplication algorithms, either proves that no equivalent rational algorithm exists or constructs a family of equivalent rational forms. Our approach relies on basic linear-algebraic properties of similarity transformations of complex matrices. This method recovers the results of Dumas, Pernet, and Sedoglavic (2025) and generalizes to other settings, including irrational to rational coefficients and rational to integer coefficients. Using this method, we show that no rational algorithm is equivalent to Smirnov's (4, 4, 9, 10) algorithm over (2022), that no real algorithm is equivalent to the (4, 4, 4, 48) algorithm of Kaporin over (2024), and prove the non-existence of integer coefficient form of a few algorithms.

Original languageEnglish
Title of host publicationISSAC 2026 - Proceedings of the 2026 International Symposium on Symbolic and Algebraic Computation
EditorsChristoph Koutschan, Alin Bostan, Clement Pernet, Thi Xuan Vu
PublisherAssociation for Computing Machinery
Pages297-304
Number of pages8
ISBN (Electronic)9798400725951
DOIs
StatePublished - 12 Jul 2026
EventInternational Symposium on Symbolic and Algebraic Computation, ISSAC 2026 - Oldenburg, Germany
Duration: 13 Jul 202617 Jul 2026

Publication series

NameProceedings of the International Symposium on Symbolic and Algebraic Computation, ISSAC
ISSN (Electronic)1532-1029

Conference

ConferenceInternational Symposium on Symbolic and Algebraic Computation, ISSAC 2026
Country/TerritoryGermany
CityOldenburg
Period13/07/2617/07/26

Bibliographical note

Publisher Copyright:
© 2026 Copyright held by the owner/author(s).

Keywords

  • Bilinear Algorithms
  • De Groote Actions
  • Fast Matrix Multiplication
  • Ring Reduction

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