Kronecker powers of tensors and Strassen’s laser method

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Standard

Kronecker powers of tensors and Strassen’s laser method. / Conner, Austin; Landsberg, Joseph M.; Gesmundo, Fulvio; Ventura, Emanuele.

11th Innovations in Theoretical Computer Science Conference, ITCS 2020. ed. / Thomas Vidick. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020. 10 (Leibniz International Proceedings in Informatics, LIPIcs, Vol. 151).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Harvard

Conner, A, Landsberg, JM, Gesmundo, F & Ventura, E 2020, Kronecker powers of tensors and Strassen’s laser method. in T Vidick (ed.), 11th Innovations in Theoretical Computer Science Conference, ITCS 2020., 10, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Leibniz International Proceedings in Informatics, LIPIcs, vol. 151, 11th Innovations in Theoretical Computer Science Conference, ITCS 2020, Seattle, United States, 12/01/2020. https://doi.org/10.4230/LIPIcs.ITCS.2020.10

APA

Conner, A., Landsberg, J. M., Gesmundo, F., & Ventura, E. (2020). Kronecker powers of tensors and Strassen’s laser method. In T. Vidick (Ed.), 11th Innovations in Theoretical Computer Science Conference, ITCS 2020 [10] Schloss Dagstuhl - Leibniz-Zentrum für Informatik. Leibniz International Proceedings in Informatics, LIPIcs Vol. 151 https://doi.org/10.4230/LIPIcs.ITCS.2020.10

Vancouver

Conner A, Landsberg JM, Gesmundo F, Ventura E. Kronecker powers of tensors and Strassen’s laser method. In Vidick T, editor, 11th Innovations in Theoretical Computer Science Conference, ITCS 2020. Schloss Dagstuhl - Leibniz-Zentrum für Informatik. 2020. 10. (Leibniz International Proceedings in Informatics, LIPIcs, Vol. 151). https://doi.org/10.4230/LIPIcs.ITCS.2020.10

Author

Conner, Austin ; Landsberg, Joseph M. ; Gesmundo, Fulvio ; Ventura, Emanuele. / Kronecker powers of tensors and Strassen’s laser method. 11th Innovations in Theoretical Computer Science Conference, ITCS 2020. editor / Thomas Vidick. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020. (Leibniz International Proceedings in Informatics, LIPIcs, Vol. 151).

Bibtex

@inproceedings{2a3f5a86d35642928834ef8c52114b15,
title = "Kronecker powers of tensors and Strassen{\textquoteright}s laser method",
abstract = "We answer a question, posed implicitly in [18, §11], [11, Rem. 15.44] and explicitly in [9, Problem 9.8], showing the border rank of the Kronecker square of the little Coppersmith-Winograd tensor is the square of the border rank of the tensor for all q > 2, a negative result for complexity theory. We further show that when q > 4, the analogous result holds for the Kronecker cube. In the positive direction, we enlarge the list of explicit tensors potentially useful for the laser method. We observe that a well-known tensor, the 3×3 determinant polynomial regarded as a tensor, det3 ∈ C9 C9 C9, could potentially be used in the laser method to prove the exponent of matrix multiplication is two. Because of this, we prove new upper bounds on its Waring rank and rank (both 18), border rank and Waring border rank (both 17), which, in addition to being promising for the laser method, are of interest in their own right. We discuss “skew” cousins of the little Coppersmith-Winograd tensor and indicate why they may be useful for the laser method. We establish general results regarding border ranks of Kronecker powers of tensors, and make a detailed study of Kronecker squares of tensors in C3 C3 C3",
keywords = "Asymptotic rank, Laser method, Matrix multiplication complexity, Tensor rank",
author = "Austin Conner and Landsberg, {Joseph M.} and Fulvio Gesmundo and Emanuele Ventura",
year = "2020",
doi = "10.4230/LIPIcs.ITCS.2020.10",
language = "English",
series = "Leibniz International Proceedings in Informatics, LIPIcs",
publisher = "Schloss Dagstuhl - Leibniz-Zentrum f{\"u}r Informatik",
editor = "Thomas Vidick",
booktitle = "11th Innovations in Theoretical Computer Science Conference, ITCS 2020",
note = "11th Innovations in Theoretical Computer Science Conference, ITCS 2020 ; Conference date: 12-01-2020 Through 14-01-2020",

}

RIS

TY - GEN

T1 - Kronecker powers of tensors and Strassen’s laser method

AU - Conner, Austin

AU - Landsberg, Joseph M.

AU - Gesmundo, Fulvio

AU - Ventura, Emanuele

PY - 2020

Y1 - 2020

N2 - We answer a question, posed implicitly in [18, §11], [11, Rem. 15.44] and explicitly in [9, Problem 9.8], showing the border rank of the Kronecker square of the little Coppersmith-Winograd tensor is the square of the border rank of the tensor for all q > 2, a negative result for complexity theory. We further show that when q > 4, the analogous result holds for the Kronecker cube. In the positive direction, we enlarge the list of explicit tensors potentially useful for the laser method. We observe that a well-known tensor, the 3×3 determinant polynomial regarded as a tensor, det3 ∈ C9 C9 C9, could potentially be used in the laser method to prove the exponent of matrix multiplication is two. Because of this, we prove new upper bounds on its Waring rank and rank (both 18), border rank and Waring border rank (both 17), which, in addition to being promising for the laser method, are of interest in their own right. We discuss “skew” cousins of the little Coppersmith-Winograd tensor and indicate why they may be useful for the laser method. We establish general results regarding border ranks of Kronecker powers of tensors, and make a detailed study of Kronecker squares of tensors in C3 C3 C3

AB - We answer a question, posed implicitly in [18, §11], [11, Rem. 15.44] and explicitly in [9, Problem 9.8], showing the border rank of the Kronecker square of the little Coppersmith-Winograd tensor is the square of the border rank of the tensor for all q > 2, a negative result for complexity theory. We further show that when q > 4, the analogous result holds for the Kronecker cube. In the positive direction, we enlarge the list of explicit tensors potentially useful for the laser method. We observe that a well-known tensor, the 3×3 determinant polynomial regarded as a tensor, det3 ∈ C9 C9 C9, could potentially be used in the laser method to prove the exponent of matrix multiplication is two. Because of this, we prove new upper bounds on its Waring rank and rank (both 18), border rank and Waring border rank (both 17), which, in addition to being promising for the laser method, are of interest in their own right. We discuss “skew” cousins of the little Coppersmith-Winograd tensor and indicate why they may be useful for the laser method. We establish general results regarding border ranks of Kronecker powers of tensors, and make a detailed study of Kronecker squares of tensors in C3 C3 C3

KW - Asymptotic rank

KW - Laser method

KW - Matrix multiplication complexity

KW - Tensor rank

UR - http://www.scopus.com/inward/record.url?scp=85078023161&partnerID=8YFLogxK

U2 - 10.4230/LIPIcs.ITCS.2020.10

DO - 10.4230/LIPIcs.ITCS.2020.10

M3 - Article in proceedings

AN - SCOPUS:85078023161

T3 - Leibniz International Proceedings in Informatics, LIPIcs

BT - 11th Innovations in Theoretical Computer Science Conference, ITCS 2020

A2 - Vidick, Thomas

PB - Schloss Dagstuhl - Leibniz-Zentrum für Informatik

T2 - 11th Innovations in Theoretical Computer Science Conference, ITCS 2020

Y2 - 12 January 2020 through 14 January 2020

ER -

ID: 256725524