Barriers for fast matrix multiplication from irreversibility

Open Access
Authors
Publication date 07-2019
Host editors
  • A. Shpilka
Book title 34th Computational Complexity Conference
Book subtitle CCC 2019, July 18–20, 2019, New Brunswick, NJ, USA
ISBN (electronic)
  • 9783959771160
Series Leibniz International Proceedings in Informatics
Event 34th Computational Complexity Conference, CCC 2019
Article number 26
Number of pages 17
Publisher Saarbrücken/Wadern: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Organisations
  • Interfacultary Research - Institute for Logic, Language and Computation (ILLC)
Abstract

Determining the asymptotic algebraic complexity of matrix multiplication, succinctly represented by the matrix multiplication exponent ω, is a central problem in algebraic complexity theory. The best upper bounds on ω, leading to the state-of-the-art ω ≤ 2.37.., have been obtained via the laser method of Strassen and its generalization by Coppersmith and Winograd. Recent barrier results show limitations for these and related approaches to improve the upper bound on ω. We introduce a new and more general barrier, providing stronger limitations than in previous work. Concretely, we introduce the notion of “irreversibility” of a tensor and we prove (in some precise sense) that any approach that uses an irreversible tensor in an intermediate step (e.g., as a starting tensor in the laser method) cannot give ω = 2. In quantitative terms, we prove that the best upper bound achievable is lower bounded by two times the irreversibility of the intermediate tensor. The quantum functionals and Strassen support functionals give (so far, the best) lower bounds on irreversibility. We provide lower bounds on the irreversibility of key intermediate tensors, including the small and big Coppersmith–Winograd tensors, that improve limitations shown in previous work. Finally, we discuss barriers on the group-theoretic approach in terms of “monomial” irreversibility.

Document type Conference contribution
Note Longer version available at ArXiv.org
Language English
Related publication Barriers for Fast Matrix Multiplication from Irreversibility
Published at https://doi.org/10.4230/LIPIcs.CCC.2019.26
Published at https://arxiv.org/abs/1812.06952
Other links https://www.scopus.com/pages/publications/85070684439
Downloads
LIPIcs-CCC-2019-26 (Final published version)
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