Matrix Multiplication in Quadratic Time and Energy? Towards a Fine-Grained Energy-Centric Church-Turing Thesis

November 27, 2023 ยท The Ethereal ยท ๐Ÿ› Information Technology Convergence and Services

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Authors Gregory Valiant arXiv ID 2311.16342 Category cs.CC: Computational Complexity Cross-listed cs.DS Citations 5 Venue Information Technology Convergence and Services Last Checked 2 months ago
Abstract
We describe two algorithms for multiplying n x n matrices using time and energy n^2 polylog(n) under basic models of classical physics. The first algorithm is for multiplying integer-valued matrices, and the second, quite different algorithm, is for Boolean matrix multiplication. We hope this work inspires a deeper consideration of physically plausible/realizable models of computing that might allow for algorithms which improve upon the runtimes and energy usages suggested by the parallel RAM model in which each operation requires one unit of time and one unit of energy.
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