The Goreinov–Tyrtyshnikov–Zamarashkin conjecture on square-submatrix inverse norms
For integers $1 \le r < n$ and $U \in \mathbb{R}^{n \times r}$ with $U^{\mathsf T} U = I_r$, write $U_I$ for the $r \times r$ submatrix of $U$ with rows in $I \subseteq \{1, \dots, n\}$, $|I| = r$, and $\|\cdot\|_2$ for the spectral norm. Let $$t(r,n) = \max_{U} \, \min_{I} \, \|U_I^{-1}\|_2,$$ the maximum over all such $U$ and the minimum over the $I$ for which $U_I$ is nonsingular (there is one, since $U$ has rank $r$). Goreinov, Tyrtyshnikov and Zamarashkin bound the error of pseudoskeleton approximations in terms of $t(r,n)$. They showed $t(r,n) \le \sqrt{r(n-r)+1}$, by taking $U_I$ of maximal volume, and $t(r,n) \ge \sqrt{n}$ whenever $r + 1$ divides $n$. Equality holds in their upper bound for $r = 1$ and $r = n - 1$. Nesterenko reports, for every $1 \le r < n$, such $U$ all of whose nonsingular $r \times r$ submatrices have $\|U_I^{-1}\|_2 = \sqrt{n}$, so $t(r,n) \ge \sqrt{n}$ always; and $t(r,n) = t(n-r,n)$ by orthogonal completion. Sengupta and Pautov proved $t(2,n) \le \sqrt{n}$ for every $n \ge 3$, after Nesterenko's case $n = 4$.
Problem. Is $t(r,n) \le \sqrt{n}$ for all integers $1 \le r < n$, that is, does every $U \in \mathbb{R}^{n \times r}$ with $U^{\mathsf T} U = I_r$ have a nonsingular $r \times r$ submatrix $U_I$ with $\|U_I^{-1}\|_2 \le \sqrt{n}$?
Source: Goreinov, Zamarashkin and Tyrtyshnikov (1995); hypothesis (2.6) of Goreinov, Tyrtyshnikov and Zamarashkin (1997).
Imported from github.com/ajt60gaibb/OpenProblemsInNLA.
Classification
- Primary
- NA — Numerical Analysis
- Secondary
- FA
- Keywords
- column subset selection, OpenProblemsInNLA, pseudoskeleton approximations
- Literature checked
- Oct. 8, 2026 by clemens-admin
References
@article{goreinov1997,
author = {Goreinov, S. A. and Tyrtyshnikov, E. E. and Zamarashkin, N. L.},
title = {A theory of pseudoskeleton approximations},
journal = {Linear Algebra Appl.},
volume = {261},
number = {1--3},
year = {1997},
pages = {1--21},
doi = {10.1016/S0024-3795(96)00301-1},
}
@misc{sengupta2026,
author = {Sengupta, Richik and Pautov, Mikhail},
title = {On the submatrices with the best-bounded inverses},
year = {2026},
eprint = {2604.05944},
archivePrefix = {arXiv},
}
@misc{nesterenko2023,
author = {Nesterenko, Yuri},
title = {Submatrices with the best-bounded inverses: revisiting the hypothesis},
year = {2023},
eprint = {2303.07492},
archivePrefix = {arXiv},
}
@article{goreinov1995,
author = {Goreinov, S. A. and Zamarashkin, N. L. and Tyrtyshnikov, E. E.},
title = {Pseudo-skeleton approximations of matrices},
journal = {Dokl. Akad. Nauk},
volume = {343},
number = {2},
year = {1995},
pages = {151--152},
note = {In Russian},
}
@misc{nesterenko2025,
author = {Nesterenko, Yuri},
title = {About subspaces the most deviating from the coordinate ones},
year = {2025},
eprint = {2511.02387},
archivePrefix = {arXiv},
}
@misc{openproblemsinnla-ra18,
author = {Townsend, Alex},
title = {{RA-18}: The Goreinov–Tyrtyshnikov–Zamarashkin conjecture on square-submatrix inverse norms},
howpublished = {Open Problems in Numerical Linear Algebra, GitHub repository},
year = {2026},
url = {https://github.com/ajt60gaibb/OpenProblemsInNLA/blob/main/randomized-and-low-rank-approximation/RA-18/README.md},
note = {Read at commit b8c7852, 2026-10-07},
}
Resolution claims
Weighted orthogonal-complement duality proves the real square-root bound of the Goreinov–Tyrtyshnikov–Zamarashkin conjecture for Parseval frames (matrices with orthonormal columns) having at most $r+2$ nonzero row directions, using the established real two-column theorem. The unrestricted real conjecture is not resolved here. Separately, an explicit sequence of complex matrices with orthonormal columns disproves a dimension-independent complex extension of the conjecture. The matrices …
Status history
| When | Change | By | Reason |
|---|---|---|---|
| 2026-10-09 | Open → Partially resolved | The registry's curators | A recursive counterexample to a complex extension of the Goreinov–Tyrtyshnikov–Zamarashkin conjecture v1 recorded from OpenProblemsInNLA @ eb7c9d6, manuscript/ra18.pdf. |
Citing this problem
This identifier is permanent. It will not change if the problem is solved, reclassified or withdrawn.
OP-00175, "The Goreinov–Tyrtyshnikov–Zamarashkin conjecture on square-submatrix inverse norms", clopen.solutions.