Partial Degeneration of Tensors

Publikation: Working paperPreprintForskning

Standard

Partial Degeneration of Tensors. / Christandl, Matthias; Gesmundo, Fulvio; Lysikov, Vladimir; Steffan, Vincent.

arXiv preprint, 2023.

Publikation: Working paperPreprintForskning

Harvard

Christandl, M, Gesmundo, F, Lysikov, V & Steffan, V 2023 'Partial Degeneration of Tensors' arXiv preprint. <https://arxiv.org/abs/2212.14095>

APA

Christandl, M., Gesmundo, F., Lysikov, V., & Steffan, V. (2023). Partial Degeneration of Tensors. arXiv preprint. https://arxiv.org/abs/2212.14095

Vancouver

Christandl M, Gesmundo F, Lysikov V, Steffan V. Partial Degeneration of Tensors. arXiv preprint. 2023.

Author

Christandl, Matthias ; Gesmundo, Fulvio ; Lysikov, Vladimir ; Steffan, Vincent. / Partial Degeneration of Tensors. arXiv preprint, 2023.

Bibtex

@techreport{10d53ac0b11e497fad7df25b56f4ec70,
title = "Partial Degeneration of Tensors",
abstract = "Tensors are often studied by introducing preorders such as restriction and degeneration: the former describes transformations of the tensors by local linear maps on its tensor factors; the latter describes transformations where the local linear maps may vary along a curve, and the resulting tensor is expressed as a limit along this curve. In this work we introduce and study partial degeneration, a special version of degeneration where one of the local linear maps is constant whereas the others vary along a curve. Motivated by algebraic complexity, quantum entanglement and tensor networks, we present constructions based on matrix multiplication tensors and find examples by making a connection to the theory of prehomogenous tensor spaces. We highlight the subtleties of this new notion by showing obstruction and classification results for the unit tensor. To this end, we study the notion of aided rank, a natural generalization of tensor rank. The existence of partial degenerations gives strong upper bounds on the aided rank of the tensor, which in turn allows one to turn degenerations into restrictions. In particular, we present several examples, based on the W-tensor and the Coppersmith-Winograd tensors, where lower bounds on aided rank provide obstructions to the existence of certain partial degenerations.",
author = "Matthias Christandl and Fulvio Gesmundo and Vladimir Lysikov and Vincent Steffan",
year = "2023",
language = "English",
publisher = "arXiv preprint",
type = "WorkingPaper",
institution = "arXiv preprint",

}

RIS

TY - UNPB

T1 - Partial Degeneration of Tensors

AU - Christandl, Matthias

AU - Gesmundo, Fulvio

AU - Lysikov, Vladimir

AU - Steffan, Vincent

PY - 2023

Y1 - 2023

N2 - Tensors are often studied by introducing preorders such as restriction and degeneration: the former describes transformations of the tensors by local linear maps on its tensor factors; the latter describes transformations where the local linear maps may vary along a curve, and the resulting tensor is expressed as a limit along this curve. In this work we introduce and study partial degeneration, a special version of degeneration where one of the local linear maps is constant whereas the others vary along a curve. Motivated by algebraic complexity, quantum entanglement and tensor networks, we present constructions based on matrix multiplication tensors and find examples by making a connection to the theory of prehomogenous tensor spaces. We highlight the subtleties of this new notion by showing obstruction and classification results for the unit tensor. To this end, we study the notion of aided rank, a natural generalization of tensor rank. The existence of partial degenerations gives strong upper bounds on the aided rank of the tensor, which in turn allows one to turn degenerations into restrictions. In particular, we present several examples, based on the W-tensor and the Coppersmith-Winograd tensors, where lower bounds on aided rank provide obstructions to the existence of certain partial degenerations.

AB - Tensors are often studied by introducing preorders such as restriction and degeneration: the former describes transformations of the tensors by local linear maps on its tensor factors; the latter describes transformations where the local linear maps may vary along a curve, and the resulting tensor is expressed as a limit along this curve. In this work we introduce and study partial degeneration, a special version of degeneration where one of the local linear maps is constant whereas the others vary along a curve. Motivated by algebraic complexity, quantum entanglement and tensor networks, we present constructions based on matrix multiplication tensors and find examples by making a connection to the theory of prehomogenous tensor spaces. We highlight the subtleties of this new notion by showing obstruction and classification results for the unit tensor. To this end, we study the notion of aided rank, a natural generalization of tensor rank. The existence of partial degenerations gives strong upper bounds on the aided rank of the tensor, which in turn allows one to turn degenerations into restrictions. In particular, we present several examples, based on the W-tensor and the Coppersmith-Winograd tensors, where lower bounds on aided rank provide obstructions to the existence of certain partial degenerations.

M3 - Preprint

BT - Partial Degeneration of Tensors

PB - arXiv preprint

ER -

ID: 330733639