Articles with "tensor decompositions" as a keyword



Generating Polynomials and Symmetric Tensor Decompositions

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Published in 2017 at "Foundations of Computational Mathematics"

DOI: 10.1007/s10208-015-9291-7

Abstract: This paper studies symmetric tensor decompositions. For symmetric tensors, there exist linear relations of recursive patterns among their entries. Such a relation can be represented by a polynomial, which is called a generating polynomial. The… read more here.

Keywords: tensor decompositions; matrix; tensor; symmetric tensor ... See more keywords

Tensor Decompositions for Integrated Sensing and Communications

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Published in 2024 at "IEEE Communications Magazine"

DOI: 10.1109/mcom.001.2300578

Abstract: Integrated sensing and communications (ISAC) is one of the potential key technologies of the sixth-generation (6G) that could enhance the information interaction ability among network nodes. Since tensor technology can excellently store, process, and analyze… read more here.

Keywords: tensor; isac; tensor decompositions; sensing communications ... See more keywords

Enhanced Network Compression Through Tensor Decompositions and Pruning

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Published in 2024 at "IEEE Transactions on Neural Networks and Learning Systems"

DOI: 10.1109/tnnls.2024.3370294

Abstract: Network compression techniques that combine tensor decompositions and pruning have shown promise in leveraging the advantages of both strategies. In this work, we propose enhanced Network cOmpRession through TensOr decompositions and pruNing (NORTON), a novel… read more here.

Keywords: network compression; tensor decompositions; decompositions pruning; network ... See more keywords