Tensor Decomposition for Signal Processing and Machine Learning

6 July 2016

Evangelos E. Papalexakis

Christos Faloutsos

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Papers citing "Tensor Decomposition for Signal Processing and Machine Learning"

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A Unified MDL-based Binning and Tensor Factorization Framework for PDF Estimation Mustafa Musab Joseph K. Chege Arie Yeredor Martin Haardt 31 0 0 25 Apr 2025
Hadamard product in deep learning: Introduction, Advances and Challenges Grigorios G. Chrysos Yongtao Wu Razvan Pascanu Philip Torr V. Cevher AAML 98 0 0 17 Apr 2025
Property Inheritance for Subtensors in Tensor Train Decompositions HanQin Cai Longxiu Huang 40 0 0 15 Apr 2025
Performance of Rank-One Tensor Approximation on Incomplete Data Hugo Lebeau 33 0 0 10 Apr 2025
Statistical Limits in Random Tensors with Multiple Correlated Spikes Yang Qi Alexis Decurninge 54 0 0 05 Mar 2025
Towards Quantum Tensor Decomposition in Biomedical Applications Myson Burch Jiasen Zhang Gideon Idumah Hakan Doga R. Lartey ... Weihong Guo Ying Ni Laxmi Parida Xiaojuan Li Aritra Bose 86 2 0 18 Feb 2025
Low Tensor-Rank Adaptation of Kolmogorov--Arnold Networks Yihang Gao Michael K. Ng Vincent Y. F. Tan 77 0 0 17 Feb 2025
Functional Complexity-adaptive Temporal Tensor Decomposition Panqi Chen Lei Cheng Jiajun Li Weichang Li Wei Liu Jiang Bian Shikai Fang CML 77 0 0 10 Feb 2025
Learnable Scaled Gradient Descent for Guaranteed Robust Tensor PCA Lanlan Feng Ce Zhu Yipeng Liu Saiprasad Ravishankar Longxiu Huang 39 0 0 20 Jan 2025
A Tensor Low-Rank Approximation for Value Functions in Multi-Task Reinforcement Learning Sergio Rozada Santiago Paternain J. Bazerque Antonio G. Marques 69 0 0 17 Jan 2025
Solving Finite-Horizon MDPs via Low-Rank Tensors Sergio Rozada Jose Luis Orejuela Antonio G. Marques 44 0 0 17 Jan 2025
Low-Rank Tensors for Multi-Dimensional Markov Models Madeline Navarro Sergio Rozada Antonio G. Marques Santiago Segarra 49 2 0 04 Nov 2024
Robust Low-rank Tensor Train Recovery Zhen Qin Zhihui Zhu 46 1 0 19 Oct 2024
Tensor Decomposition with Unaligned Observations Runshi Tang T. Kolda Anru R. Zhang 20 0 0 17 Oct 2024
Automating Data Science Pipelines with Tensor Completion Shaan Pakala Bryce Graw Dawon Ahn Tam Dinh Mehnaz Tabassum Mahin Vassilis Tsotras Jia Chen Evangelos E. Papalexakis 28 1 0 08 Oct 2024
Bayesian Estimation and Tuning-Free Rank Detection for Probability Mass Function Tensors Joseph K. Chege Arie Yeredor Martin Haardt 21 0 0 08 Oct 2024
LoRTA: Low Rank Tensor Adaptation of Large Language Models Ignacio Hounie Charilaos I. Kanatsoulis Arnuv Tandon Alejandro Ribeiro 36 0 0 05 Oct 2024
Projected Tensor-Tensor Products for Efficient Computation of Optimal Multiway Data Representations Katherine Keegan Elizabeth Newman 21 0 0 28 Sep 2024
Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast Man Li Ziyue Li Lijun Sun Fugee Tsung AI4TS 26 1 0 23 Sep 2024
What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)? Lorenzo Loconte Antonio Mari G. Gala Robert Peharz Cassio de Campos Erik Quaeghebeur G. Vessio Antonio Vergari 53 8 0 12 Sep 2024
Revisiting Trace Norm Minimization for Tensor Tucker Completion: A Direct Multilinear Rank Learning Approach Xueke Tong Hancheng Zhu Lei Cheng Yik-Chung Wu 19 1 0 08 Sep 2024
Frontal Slice Approaches for Tensor Linear Systems Hengrui Luo Anna Ma 33 1 0 24 Aug 2024
Learning From Crowdsourced Noisy Labels: A Signal Processing Perspective Shahana Ibrahim Panagiotis A. Traganitis Xiao Fu G. Giannakis NoLa 40 1 0 09 Jul 2024
TRAWL: Tensor Reduced and Approximated Weights for Large Language Models Yiran Luo Het Patel Yu Fu Dawon Ahn Jia Chen Yue Dong Evangelos E. Papalexakis 41 1 0 25 Jun 2024
Computational and Statistical Guarantees for Tensor-on-Tensor Regression with Tensor Train Decomposition Zhen Qin Zhihui Zhu 74 4 0 10 Jun 2024
Continuous Product Graph Neural Networks Aref Einizade Fragkiskos D. Malliaros Jhony H. Giraldo 34 1 0 29 May 2024
Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges Arnab Auddy Dong Xia Ming Yuan AI4CE 50 2 0 28 May 2024
Non-negative Tensor Mixture Learning for Discrete Density Estimation Kazu Ghalamkari Jesper L. Hinrich Morten Mørup 65 1 0 28 May 2024
Tensor Low-rank Approximation of Finite-horizon Value Functions Sergio Rozada Antonio G. Marques 41 3 0 27 May 2024
A Multi-resolution Low-rank Tensor Decomposition Sergio Rozada A. Marques 40 0 0 27 May 2024
Sparse MTTKRP Acceleration for Tensor Decomposition on GPU Sasindu Wijeratne Rajgopal Kannan Viktor Prasanna 33 1 0 14 May 2024
An Introduction to Complex Random Tensors Divya Pandey Alexis Decurninge Harry Leib 39 1 0 23 Apr 2024
FCNCP: A Coupled Nonnegative CANDECOMP/PARAFAC Decomposition Based on Federated Learning Yukai Cai Hang Liu Xiulin Wang Hongjin Li Ziyi Wang Chuanshuai Yang Fengyu Cong FedML 26 0 0 18 Apr 2024
Advancing Security in AI Systems: A Novel Approach to Detecting Backdoors in Deep Neural Networks Khondoker Murad Hossain Tim Oates AAML 29 1 0 13 Mar 2024
Accelerating Sparse Tensor Decomposition Using Adaptive Linearized Representation Jan Laukemann Ahmed E. Helal S. I. G. Anderson Fabio Checconi Yongseok Soh Jesmin Jahan Tithi Teresa M. Ranadive Brian J Gravelle Fabrizio Petrini Jeewhan Choi 24 1 0 11 Mar 2024
Federated Learning Using Coupled Tensor Train Decomposition Xiangtao Zhang Eleftherios Kofidis Ce Zhu Le Zhang Yipeng Liu FedML 49 1 0 05 Mar 2024
Improving LSH via Tensorized Random Projection Bhisham Dev Verma Rameshwar Pratap 30 0 0 11 Feb 2024
Quantum Speedup for Spectral Approximation of Kronecker Products Yeqi Gao Zhao Song Ruizhe Zhang 29 3 0 10 Feb 2024
A Random Matrix Approach to Low-Multilinear-Rank Tensor Approximation Hugo Lebeau Florent Chatelain Romain Couillet 43 3 0 05 Feb 2024
Guaranteed Nonconvex Factorization Approach for Tensor Train Recovery Zhen Qin M. Wakin Zhihui Zhu 45 5 0 05 Jan 2024
Sharp Analysis of Power Iteration for Tensor PCA Yuchen Wu Kangjie Zhou 31 0 0 02 Jan 2024
Low-Multi-Rank High-Order Bayesian Robust Tensor Factorization Jianan Liu Chunguang Li 25 0 0 10 Nov 2023
Tensor Decomposition Based Attention Module for Spiking Neural Networks Haoyu Deng Rui-jie Zhu Xuerui Qiu Yule Duan Malu Zhang Liang-Jian Deng 27 13 0 23 Oct 2023
Multi-Grid Tensorized Fourier Neural Operator for High-Resolution PDEs Jean Kossaifi Nikola B. Kovachki Kamyar Azizzadenesheli Anima Anandkumar AI4CE 42 33 0 29 Sep 2023
Multi-Dictionary Tensor Decomposition Maxwell McNeil Petko Bogdanov 25 1 0 18 Sep 2023
Dynasor: A Dynamic Memory Layout for Accelerating Sparse MTTKRP for Tensor Decomposition on Multi-core CPU Sasindu Wijeratne Rajgopal Kannan Viktor Prasanna 19 4 0 17 Sep 2023
Decomposition of linear tensor transformations Claudio Turchetti 16 0 0 14 Sep 2023
Quantized Fourier and Polynomial Features for more Expressive Tensor Network Models Frederiek Wesel Kim Batselier 24 1 0 11 Sep 2023
Analyzing the Performance Portability of Tensor Decomposition S. I. G. Anderson K. Teranishi Daniel M. Dunlavy Jee W. Choi 22 0 0 06 Jul 2023
Complex-valued Adaptive System Identification via Low-Rank Tensor Decomposition Oliver Ploder Christina Auer O. Lang T. Paireder M. Huemer 10 3 0 28 Jun 2023