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Keyword

tensor train

Description: A tensor decomposition that represents a high-dimensional tensor as a chain of smaller interconnected tensors, used in numerical computing and machine learning.
OpenAlex ID: keywords/tensor-train
TT-cross approximation for multidimensional arrays
2009 · Ivan Oseledets, Eugene Tyrtyshnikov · Linear Algebra and its Applications · 555
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Supervised Learning with Tensor Networks
2016 · E. Miles Stoudenmire, David J. Schwab · neural information processing systems · 227
Era of Big Data Processing: A New Approach via Tensor Networks and Tensor Decompositions
2014 · Cichocki, Andrzej · arXiv (Cornell University) · 208
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Time Integration of Tensor Trains
2015 · Christian Lubich, Ivan V. Oseledets, et al. · SIAM Journal on Numerical Analysis · 183
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Efficient Low Rank Tensor Ring Completion
2017 · Wenqi Wang, Vaneet Aggarwal, et al. · IEEE International Conference on Computer Vision (ICCV) · 182
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Time integration of tensor trains
2016 · Christian Lubich, Ivan V. Oseledets, et al. · 159
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment
2021 · Wen Yu, Baiying Lei, et al. · IEEE Transactions on Neural Networks and Learning Systems · 139
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FIESTA5: Numerical high-performance Feynman integral evaluation
2022 · A.V. Smirnov, N.D. Shapurov, et al. · Computer Physics Communications · 100
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Computation of extreme eigenvalues in higher dimensions using block tensor train format
2014 · S.V. Dolgov, B.N. Khoromskij, et al. · Computer Physics Communications · 98
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Supervised Learning with Quantum-Inspired Tensor Networks
2016 · Stoudenmire, E. Miles, Schwab, David J. · arXiv (Cornell University) · 92
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Discretized Dynamical Low-Rank Approximation in the Presence of Small Singular Values
2016 · Emil Kieri, Christian Lubich, et al. · SIAM Journal on Numerical Analysis · 91
Infrared Small Target Detection Using Spatiotemporal 4-D Tensor Train and Ring Unfolding
2023 · Fengyi Wu, Hang Yu, et al. · IEEE Transactions on Geoscience and Remote Sensing · 88
DecomVQANet: Decomposing visual question answering deep network via tensor decomposition and regression
2020 · Zongwen Bai, Ying Li, et al. · Pattern Recognition · 88
Learning Feynman Diagrams with Tensor Trains
2022 · Yuriel Núñez Fernández, Matthieu Jeannin, et al. · Physical Review X · 87
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Matrix-Product Operators and States: NP-Hardness and Undecidability
2014 · M. Kliesch, D. Gross, et al. · Physical Review Letters · 81
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Time Integration in the Multiconfiguration Time-Dependent Hartree Method of Molecular Quantum Dynamics
2015 · Christian Lubich · Applied Mathematics Research eXpress · 70
Privacy Preserving High-Order Bi-Lanczos in Cloud–Fog Computing for Industrial Applications
2020 · Jun Feng, Laurence T. Yang, et al. · IEEE Transactions on Industrial Informatics · 65
Fast and Accurate Tensor Completion With Total Variation Regularized Tensor Trains
2020 · Ching-Yun Ko, Kim Batselier, et al. · IEEE Transactions on Image Processing · 65
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A Contemporary and Comprehensive Survey on Streaming Tensor Decomposition
2022 · Le Trung Thanh, Karim Abed-Meraim, et al. · IEEE Transactions on Knowledge and Data Engineering · 62
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Tensor numerical methods for multidimensional PDES: theoretical analysis and initial applications
2015 · Boris N. Khoromskij · ESAIM Proceedings and Surveys · 58
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Tensor Decomposition for Compressing Recurrent Neural Network
2018 · Andros Tjandra, Sakriani Sakti, et al. · 57
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Low-Rank Tensor Train Coefficient Array Estimation for Tensor-on-Tensor Regression
2020 · Yipeng Liu, Jiani Liu, et al. · IEEE Transactions on Neural Networks and Learning Systems · 53
Presence and Absence of Barren Plateaus in Tensor-Network Based Machine Learning
2022 · Zidu Liu, Li-Wei Yu, et al. · Physical Review Letters · 49
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Two-Level QTT-Tucker Format for Optimized Tensor Calculus
2013 · Sergey Dolgov, Boris Khoromskij · SIAM Journal on Matrix Analysis and Applications · 48
Fast Multidimensional Convolution in Low-Rank Tensor Formats via Cross Approximation
2015 · M. V. Rakhuba, I. V. Oseledets · SIAM Journal on Scientific Computing · 47
Works count: 489
Citation count: 4,573
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