Introduction to Tensor Decompositions and their Applications in Machine Learning

29 November 2017

Stephan Günnemann

Papers citing "Introduction to Tensor Decompositions and their Applications in Machine Learning"

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Title
Multiresolution Analysis and Statistical Thresholding on Dynamic Networks Raphaël Romero T. D. Bie Nick Heard Alexander Modell 33 0 0 01 Jun 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 167 3 0 18 Feb 2025
Linear Multidimensional Regression with Interactive Fixed-Effects Hugo Freeman 94 0 0 10 Jan 2025
Overcomplete Tensor Decomposition via Koszul-Young Flattenings Pravesh K. Kothari Ankur Moitra Alexander S. Wein 147 1 0 21 Nov 2024
Unlocking Data-free Low-bit Quantization with Matrix Decomposition for KV Cache Compression Peiyu Liu Zeming Gao Wayne Xin Zhao Yipeng Ma Tao Wang Ji-Rong Wen MQ 140 5 0 21 May 2024
Improving LSH via Tensorized Random Projection Bhisham Dev Verma Rameshwar Pratap 73 1 0 11 Feb 2024
A Random Matrix Approach to Low-Multilinear-Rank Tensor Approximation Hugo Lebeau Florent Chatelain Romain Couillet 171 3 0 05 Feb 2024
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 53 2 0 15 Nov 2023
Bayesian longitudinal tensor response regression for modeling neuroplasticity Suprateek Kundu Alec Reinhardt S-E. Song Joo Han M. L. Meadows Bruce Crosson V. Krishnamurthy 40 3 0 12 Sep 2023
Estimator Meets Equilibrium Perspective: A Rectified Straight Through Estimator for Binary Neural Networks Training Xiao-Ming Wu Dian Zheng Zuhao Liu Weishi Zheng MQ 118 18 0 13 Aug 2023
Factor Graph Neural Networks Zhen Zhang Mohammed Haroon Dupty Fan Wu Javen Qinfeng Shi Fan Wu AI4CE 111 40 0 02 Aug 2023
Improving Grammar-based Sequence-to-Sequence Modeling with Decomposition and Constraints Chao Lou Kewei Tu 87 1 0 05 Jun 2023
Faster Robust Tensor Power Method for Arbitrary Order Yichuan Deng Zhao Song Junze Yin 106 9 0 01 Jun 2023
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruption HanQin Cai Zehan Chao Longxiu Huang Deanna Needell 106 11 0 06 May 2023
Singular Value Representation: A New Graph Perspective On Neural Networks D. Meller Nicolas Berkouk GNN 51 2 0 16 Feb 2023
Optimizing Orthogonalized Tensor Deflation via Random Tensor Theory M. Seddik Mohammed Mahfoud Merouane Debbah 59 1 0 11 Feb 2023
Uniform tensor clustering by jointly exploring sample affinities of various orders Hongmin Cai Fei Qi Junyu Li Yu Hu Yue Zhang Y. Cheung Bin Hu 34 1 0 03 Feb 2023
Factor Model of Mixtures Cheng Peng S. Uryasev 41 1 0 31 Jan 2023
Unsupervised Discontinuous Constituency Parsing with Mildly Context-Sensitive Grammars Aaron Courville R. Levy Yoon Kim 63 5 0 18 Dec 2022
Average-Case Complexity of Tensor Decomposition for Low-Degree Polynomials Alexander S. Wein 113 11 0 10 Nov 2022
Subquadratic Kronecker Regression with Applications to Tensor Decomposition Matthew Fahrbach Thomas Fu Mehrdad Ghadiri 98 15 0 11 Sep 2022
NumS: Scalable Array Programming for the Cloud Melih Elibol Vinamra Benara Samyukta Yagati Lianmin Zheng Alvin Cheung Michael I. Jordan Ion Stoica 68 4 0 28 Jun 2022
Tensor Train for Global Optimization Problems in Robotics Suhan Shetty Teguh Santoso Lembono Tobias Löw Sylvain Calinon 87 12 0 10 Jun 2022
A knowledge graph representation learning approach to predict novel kinase-substrate interactions Sachin Gavali K. Ross Chuming Chen Julie E. Cowart Cathy H. Wu 28 4 0 05 Jun 2022
Dynamic Programming in Rank Space: Scaling Structured Inference with Low-Rank HMMs and PCFGs Aaron Courville Wei Liu Kewei Tu 110 9 0 01 May 2022
Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field Inference Aaron Courville Kewei Tu 66 1 0 07 Apr 2022
Exploiting Low-Rank Tensor-Train Deep Neural Networks Based on Riemannian Gradient Descent With Illustrations of Speech Processing Jun Qi Chao-Han Huck Yang Pin-Yu Chen Javier Tejedor 73 18 0 11 Mar 2022
Fast algorithm for overcomplete order-3 tensor decomposition Jingqiu Ding Tommaso dÓrsi Chih-Hung Liu Stefan Tiegel David Steurer 64 9 0 14 Feb 2022
CoordX: Accelerating Implicit Neural Representation with a Split MLP Architecture Ruofan Liang Hongyi Sun Nandita Vijaykumar 41 17 0 28 Jan 2022
When Random Tensors meet Random Matrices M. Seddik M. Guillaud Romain Couillet 71 16 0 23 Dec 2021
Self-Reflective Terrain-Aware Robot Adaptation for Consistent Off-Road Ground Navigation S. Siva Maggie B. Wigness J. Rogers Long Quang Hao Zhang TTA 62 6 0 12 Nov 2021
STNN-DDI: A Substructure-aware Tensor Neural Network to Predict Drug-Drug Interactions Hui Yu Shiyu Zhao Jianyu Shi 38 37 0 10 Nov 2021
An Accelerated Stochastic Gradient for Canonical Polyadic Decomposition Ioanna Siaminou A. Liavas 56 4 0 28 Sep 2021
FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning Nam Hyeon-Woo Moon Ye-Bin Tae-Hyun Oh FedML 113 125 0 13 Aug 2021
Fast Low-Rank Tensor Decomposition by Ridge Leverage Score Sampling Matthew Fahrbach Mehrdad Ghadiri Thomas Fu 35 5 0 22 Jul 2021
Support Recovery of Sparse Signals from a Mixture of Linear Measurements V. Gandikota A. Mazumdar S. Pal 15 10 0 10 Jun 2021
Tensor decomposition for learning Gaussian mixtures from moments Rima Khouja Pierre-Alexandre Mattei B. Mourrain 46 10 0 01 Jun 2021
SetConv: A New Approach for Learning from Imbalanced Data Y. Gao Yifan Li Yu Lin Charu C. Aggarwal Latifur Khan 61 13 0 03 Apr 2021
DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks C. Connell Yangkun Wang 44 0 0 12 Mar 2021
An Iterative Contextualization Algorithm with Second-Order Attention Diego Maupomé Marie-Jean Meurs 25 1 0 03 Mar 2021
Learning Frequency Domain Approximation for Binary Neural Networks Yixing Xu Kai Han Chang Xu Yehui Tang Chunjing Xu Yunhe Wang MQ 91 55 0 01 Mar 2021
Ergodic Exploration using Tensor Train: Applications in Insertion Tasks Suhan Shetty João Silvério Sylvain Calinon 95 23 0 12 Jan 2021
High Fidelity Interactive Video Segmentation Using Tensor Decomposition Boundary Loss Convolutional Tessellations and Context Aware Skip Connections A. Rhodes Manan Goel VOS 31 2 0 23 Nov 2020
Neuralizing Efficient Higher-order Belief Propagation Mohammed Haroon Dupty W. Lee 50 7 0 19 Oct 2020
Kernel Based Progressive Distillation for Adder Neural Networks Yixing Xu Chang Xu Xinghao Chen Wei Zhang Chunjing Xu Yunhe Wang 90 47 0 28 Sep 2020
Spectral Learning on Matrices and Tensors Majid Janzamin Rong Ge Jean Kossaifi Anima Anandkumar 85 41 0 16 Apr 2020
Recalibrating 3D ConvNets with Project & Excite Anne-Marie Rickmann Abhijit Guha Roy Ignacio Sarasua Christian Wachinger 3DPC 128 17 0 25 Feb 2020
Sparse and Low-Rank High-Order Tensor Regression via Parallel Proximal Method Jiaqi Zhang Yinghao Cai Zhaoyang Wang Beilun Wang 15 0 0 29 Nov 2019
Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition Mohammed Haroon Dupty Zhen Zhang Wee Sun Lee ViT 56 8 0 22 Nov 2019
Robust Tensor Completion Using Transformed Tensor SVD Guang-Jing Song Michael K. Ng Xiongjun Zhang 75 20 0 02 Jul 2019