OP-00067
Open
Border rank of the 3×3 matrix product
Let $M_3 = \sum_{i,j,k=1}^{3} e_{ij} \otimes e_{jk} \otimes e_{ki} \in \mathbb{C}^9 \otimes \mathbb{C}^9 \otimes \mathbb{C}^9$ be the tensor of $3 \times 3$ matrix multiplication, and let $\underline{R}$ denote border rank over $\mathbb{C}$. Conner, Harper and Landsberg proved $\underline{R}(M_3) \ge 17$, and Smirnov showed $\underline{R}(M_3) \le 20$.
Problem. Determine $\underline{R}(M_3)$.
Source: Classical, with no single originator; Strassen (1983) proved the first lower bound, 14. See Conner, Harper and Landsberg (2023) and Alman and Li (2026).
Imported from github.com/ajt60gaibb/OpenProblemsInNLA.
Classification
- Primary
- AG — Algebraic Geometry
- Secondary
- NA
- Keywords
- border rank, matrix multiplication, OpenProblemsInNLA, tensor rank
- Literature checked
- Oct. 2, 2026 by clemens-admin
References
@article{strassen1983,
author = {Strassen, Volker},
title = {Rank and optimal computation of generic tensors},
journal = {Linear Algebra Appl.},
volume = {52/53},
year = {1983},
pages = {645--685},
}
@article{conner2023,
author = {Conner, Austin and Harper, Alicia and Landsberg, J. M.},
title = {New lower bounds for matrix multiplication and $\operatorname{det}_3$},
journal = {Forum Math. Pi},
volume = {11},
year = {2023},
pages = {e17},
doi = {10.1017/fmp.2023.14},
eprint = {1911.07981},
archivePrefix = {arXiv},
}
@article{smirnov2013,
author = {Smirnov, A. V.},
title = {The bilinear complexity and practical algorithms for matrix multiplication},
journal = {Comput. Math. Math. Phys.},
volume = {53},
number = {12},
year = {2013},
pages = {1781--1795},
doi = {10.1134/S0965542513120129},
}
@misc{alman2026,
author = {Alman, Josh and Li, Baitian},
title = {Asymptotic Rank Speedup Theorems, Revisited},
year = {2026},
eprint = {2605.21738},
archivePrefix = {arXiv},
}
@misc{openproblemsinnla-ac03,
author = {Townsend, Alex},
title = {{AC-03}: Border rank of the $3\times3$ matrix product},
howpublished = {Open Problems in Numerical Linear Algebra, GitHub repository},
year = {2026},
url = {https://github.com/ajt60gaibb/OpenProblemsInNLA/blob/main/arithmetic-and-complexity/AC-03/README.md},
note = {Read at commit e375a6f, 2026-09-30},
}
Citing this problem
This identifier is permanent. It will not change if the problem is solved, reclassified or withdrawn.
OP-00067, "Border rank of the 3×3 matrix product", clopen.solutions.