Leaderboards/Tensor decomposition and applications

Tensor decomposition and applications

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Alhussein Fawzi
Google DeepMind (United Kingdom)
2
Jize Xue
Xi’an University of Posts and Telecommunications
3
Uno Fang
Curtin University
4
Yanjiao Wang
Guangdong University of Technology
5
Yisi Luo
Xi'an Jiaotong University
6
Yuning Qiu
Guangdong University of Technology
7
Jin WangWangWangWang
Changsha University of Science and Technology
8
Gianluca Ceruti
Universität Innsbruck
9
Miao Yin
University of Electronic Science and Technology of China
10
Bing Cai
Nanjing University of Science and Technology

Rising Stars Papers

1
Tensor Convolution-Like Low-Rank Dictionary for High-Dimensional Image Representation
IEEE Transactions on Circuits and Systems for Video Technology|2024
63 cit.
2
Online identification of Hammerstein systems with B‐spline networks
International Journal of Adaptive Control and Signal Processing|2024
57 cit.
3
Tensorized Scaled Simplex Representation for Multi-View Clustering
IEEE Transactions on Multimedia|2024
38 cit.
4
Online estimation method for extreme learning machine with kernels based on the multi-innovation theory and intelligent optimization strategy
ISA Transactions|2024
30 cit.
5
A Parallel Rank-Adaptive Integrator for Dynamical Low-Rank Approximation
SIAM Journal on Scientific Computing|2024
25 cit.
6
Balanced Unfolding Induced Tensor Nuclear Norms for High-Order Tensor Completion
IEEE Transactions on Neural Networks and Learning Systems|2024
23 cit.
7
A robust second-order low-rank BUG integrator based on the midpoint rule
BIT Numerical Mathematics|2024
20 cit.
8
Tensorized latent representation with automatic dimensionality selection for multi-view clustering
Pattern Recognition|2024
15 cit.
9
Complete multi-view subspace clustering via auto-weighted combination of visible and latent views
Information Sciences|2024
10 cit.
10
Lightweight tensorial convolutional neural network for lunar impact crater detection
Advances in Space Research|2024
9 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
E. Miles Stoudenmire
Flatiron Health (United States)
2
Christopher W. Fletcher
IIT@MIT
3
Maolin Che
Guizhou University
4
Minsoo Rhu
Nvidia (United States)
5
Xin Zhang
Florida State University
6
Sebastian Mizera
Columbia University
7
Qibin Zhao
RIKEN Center for Advanced Intelligence Project
8
Takato Yoshimura
University of Oxford
9
Jin-xin Gao
Tianjin University of Technology
10
Madeleine Udell
Stanford University

Emerging Leaders Papers

1
The ITensor Software Library for Tensor Network Calculations
SciPost Physics Codebases|2022
986 cit.
2
Codebase release 0.3 for ITensor
SciPost Physics Codebases|2022
236 cit.
3
What can be measured asymptotically?
Journal of High Energy Physics|2024
68 cit.
4
Pathfinding Future PIM Architectures by Demystifying a Commercial PIM Technology
Unknown Journal|2024
53 cit.
5
SmartSAGE
Unknown Journal|2022
52 cit.
6
GROW: A Row-Stationary Sparse-Dense GEMM Accelerator for Memory-Efficient Graph Convolutional Neural Networks
Unknown Journal|2023
52 cit.
7
Ballistic macroscopic fluctuation theory
SciPost Physics|2023
52 cit.
8
On unitarity of tree-level string amplitudes
Journal of High Energy Physics|2022
46 cit.
9
Emergence of Hydrodynamic Spatial Long-Range Correlations in Nonequilibrium Many-Body Systems
Physical Review Letters|2023
42 cit.
10
Physics of the analytic S-matrix
Physics Reports|2023
35 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Joos Vandewalle
KU Leuven
2
Joel A. Tropp
California Institute of Technology
3
Liqun Qi
Hong Kong Polytechnic University
4
Christos Faloutsos
University of Toronto
5
Andrzej Cichocki
Nicolaus Copernicus University
6
Nicholas Ayache
Institut national de recherche en sciences et technologies du numérique
7
Lieven De Lathauwer
University College West Flanders
8
Yimin Wei
Fudan University
9
Tamara G. Kolda
Amnesty International Ireland
10
Lek‐Heng Lim
University of Chicago

Current Senior Leaders Papers

1
Tensor Decompositions and Applications
SIAM Review|2009
10.5k cit.
2
Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit
IEEE Transactions on Information Theory|2007
9.7k cit.
3
Least Squares Support Vector Machine Classifiers
Neural Processing Letters|1999
9.4k cit.
4
CoSaMP: Iterative signal recovery from incomplete and inaccurate samples
Applied and Computational Harmonic Analysis|2008
4.4k cit.
5
On power-law relationships of the Internet topology
Unknown Journal|1999
4.3k cit.
6
A Multilinear Singular Value Decomposition
SIAM Journal on Matrix Analysis and Applications|2000
4.2k cit.
7
Medical image analysis: progress over two decades and the challenges ahead
IEEE Transactions on Pattern Analysis and Machine Intelligence|2000
4.2k cit.
8
Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions
SIAM Review|2011
4.1k cit.
9
Greed is Good: Algorithmic Results for Sparse Approximation
IEEE Transactions on Information Theory|2004
3.7k cit.
10
On power-law relationships of the Internet topology
ACM SIGCOMM Computer Communication Review|1999
2.6k cit.

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