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PreprintCC BY 4.0arXiv

Quasilinear multiplication in the Cayley-Dickson tower

Abstract

Direct evaluation of the defining product of the Cayley-Dickson algebra An of rank N:=2n over a unital commutative ring R in which $2$ is invertible requires a quadratic number of arithmetic operations. This paper gives a uniform bilinear algorithm for multiplication in this algebra costing O(N log N) arithmetic operations in R and O(N) auxiliary storage when the doubling parameters of An are units whose square roots lie in a fixed commutative coefficient algebra S finitely generated as an R-module and admitting an R-linear map π: S → R with π(1) = 1. In particular, over ℝ and every finite field 𝔽q of odd characteristic, a quadratic field extension contains a square root of every possible doubling parameter, so the algorithm applies to every Cayley-Dickson tower over these fields, and the tensor rank of multiplication in An over them is at most (9n−21)2n+28 when n≥2. When the top doubling parameter is a non-square, as in the standard real tower, the bound is (9n−15)2n−1+10. To the author's knowledge, the algorithm presented in this paper is the first uniform subquadratic algorithm for multiplication in An. When R=ℝ with every doubling parameter equal to −1, the real quasilinear schedule uses fewer total arithmetic operations than both direct multiplication and a uniform algorithm of Cariow-Cariowa for n≥4. An implementation for the standard real tower is available in the MIT-licensed C11 library fastCD, with a NumPy-backed Python interface. In single-core benchmarks against direct multiplication and the uniform Cariow-Cariowa method, the quasilinear implementation had the lowest mean time of the three at every tested dimension N≥32, for both single and batched products, and was over $17$ times faster than direct multiplication at N=1024.

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BibTeX
@misc{lemley2026quasilinear,
  title = {{Quasilinear multiplication in the Cayley-Dickson tower}},
  author = {Harrison Lemley},
  howpublished = {arXiv},
  year = {2026},
  month = oct,
  doi = {10.48550/arxiv.2609.11588},
  eprint = {2609.11588},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2609.11588},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - Quasilinear multiplication in the Cayley-Dickson tower
AU  - Harrison Lemley
PY  - 2026
DA  - 2026/10/29
PB  - arXiv
DO  - 10.48550/arxiv.2609.11588
UR  - https://arxiv.org/abs/2609.11588
AB  - Direct evaluation of the defining product of the Cayley-Dickson algebra A_n of rank N:=2^n over a unital commutative ring R in which $2$ is invertible requires a quadratic number of arithmetic operations. This paper gives a uniform bilinear algorithm for multiplication in this algebra costing O(N log N) arithmetic operations in R and O(N) auxiliary storage when the doubling parameters of A_n are units whose square roots lie in a fixed commutative coefficient algebra S finitely generated as an R-module and admitting an R-linear map π: S → R with π(1) = 1. In particular, over ℝ and every finite field 𝔽_q of odd characteristic, a quadratic field extension contains a square root of every possible doubling parameter, so the algorithm applies to every Cayley-Dickson tower over these fields, and the tensor rank of multiplication in A_n over them is at most (9n−21)2^n+28 when n≥2. When the top doubling parameter is a non-square, as in the standard real tower, the bound is (9n−15)2^n−1+10. To the author's knowledge, the algorithm presented in this paper is the first uniform subquadratic algorithm for multiplication in A_n. When R=ℝ with every doubling parameter equal to −1, the real quasilinear schedule uses fewer total arithmetic operations than both direct multiplication and a uniform algorithm of Cariow-Cariowa for n≥4. An implementation for the standard real tower is available in the MIT-licensed C11 library fastCD, with a NumPy-backed Python interface. In single-core benchmarks against direct multiplication and the uniform Cariow-Cariowa method, the quasilinear implementation had the lowest mean time of the three at every tested dimension N≥32, for both single and batched products, and was over $17$ times faster than direct multiplication at N=1024.
ER  -