Partial Degeneration of Tensors

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 i...

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Veröffentlicht in:arXiv.org 2024-06
Hauptverfasser: Christandl, Matthias, Gesmundo, Fulvio, Lysikov, Vladimir, Steffan, Vincent
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Gesmundo, Fulvio
Lysikov, Vladimir
Steffan, Vincent
description 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 prehomogeneous 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 a tensor, which 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.
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subjects Computer Science - Computational Complexity
Degeneration
Lower bounds
Mathematical analysis
Mathematics - Algebraic Geometry
Multiplication
Obstructions
Physics - Quantum Physics
Quantum entanglement
Tensors
Transformations (mathematics)
Upper bounds
title Partial Degeneration of Tensors
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