Tensorizing Neural Networks

22 September 2015

Dmitry Vetrov

Papers citing "Tensorizing Neural Networks"

50 / 134 papers shown

Title
Explaining Anomalies with Tensor Networks Hans Hohenfeld Marius Beuerle Elie Mounzer 34 0 0 06 May 2025
NdLinear Is All You Need for Representation Learning Alex Reneau Jerry Yao-Chieh Hu Zhongfang Zhuang Ting-Chun Liu HAI 44 0 0 21 Mar 2025
Scalable Back-Propagation-Free Training of Optical Physics-Informed Neural Networks Yequan Zhao Xinling Yu Xian Xiao Zhengzhang Chen Zhengwu Liu G. Kurczveil R. Beausoleil Shixuan Liu Z. Zhang 56 0 0 17 Feb 2025
CoLA: Compute-Efficient Pre-Training of LLMs via Low-Rank Activation Zhengwu Liu Ruijie Zhang Zihan Wang Zi Yang Paul Hovland Bogdan Nicolae Franck Cappello Z. Zhang 49 0 0 16 Feb 2025
Causal Deep Learning M. Alex O. Vasilescu CML 65 2 1 03 Jan 2025
Fourier PINNs: From Strong Boundary Conditions to Adaptive Fourier Bases Madison Cooley Varun Shankar Robert M. Kirby Shandian Zhe 32 2 0 04 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 50 3 0 03 Oct 2024
Tensor tree learns hidden relational structures in data to construct generative models Kenji Harada Tsuyoshi Okubo Naoki Kawashima 39 3 0 20 Aug 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 37 5 0 21 May 2024
Federated Hierarchical Tensor Networks: a Collaborative Learning Quantum AI-Driven Framework for Healthcare A. Bhatia David E. Bernal Neira FedML 45 7 0 13 May 2024
TQCompressor: improving tensor decomposition methods in neural networks via permutations V. Abronin A. Naumov D. Mazur D. Bystrov K. Tsarova Ar. Melnikov Ivan Oseledets S. Dolgov R. Brasher M. Perelshtein 28 6 0 29 Jan 2024
Always-Sparse Training by Growing Connections with Guided Stochastic Exploration Mike Heddes Narayan Srinivasa T. Givargis Alexandru Nicolau 91 0 0 12 Jan 2024
Robust Adversarial Defense by Tensor Factorization Manish Bhattarai M. C. Kaymak Ryan Barron Ben Nebgen Kim Ø. Rasmussen Boian Alexandrov AAML 27 2 0 03 Sep 2023
Quantization Aware Factorization for Deep Neural Network Compression Daria Cherniuk Stanislav Abukhovich Anh-Huy Phan Ivan Oseledets A. Cichocki Julia Gusak MQ 28 2 0 08 Aug 2023
Efficient GPT Model Pre-training using Tensor Train Matrix Representation V. Chekalina Georgii Sergeevich Novikov Julia Gusak Ivan Oseledets Alexander Panchenko 17 8 0 05 Jun 2023
Compressing neural network by tensor network with exponentially fewer variational parameters Yong Qing Ke Li P. Zhou Shi-Ju Ran 22 6 0 10 May 2023
TT-SDF2PC: Registration of Point Cloud and Compressed SDF Directly in the Memory-Efficient Tensor Train Domain A. Boyko A. Kornilova Rahim Tariverdizadeh Mirfarid Musavian L. Markeeva Ivan Oseledets Gonzalo Ferrer 34 0 0 11 Apr 2023
On Model Compression for Neural Networks: Framework, Algorithm, and Convergence Guarantee Chenyang Li Jihoon Chung Mengnan Du Haimin Wang Xianlian Zhou Bohao Shen 33 1 0 13 Mar 2023
PIFON-EPT: MR-Based Electrical Property Tomography Using Physics-Informed Fourier Networks Xinling Yu José E. C. Serrallés Ilias I. Giannakopoulos Zhengwu Liu Luca Daniel R. Lattanzi Zheng-Wei Zhang 27 10 0 23 Feb 2023
Density peak clustering using tensor network Xiaoxi Shi Y. Shang 18 1 0 01 Feb 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Yu Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 58 19 0 22 Jan 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks Jinqi Xiao Chengming Zhang Yu Gong Miao Yin Yang Sui Lizhi Xiang Dingwen Tao Bo Yuan 29 19 0 20 Jan 2023
HEAT: Hardware-Efficient Automatic Tensor Decomposition for Transformer Compression Jiaqi Gu Ben Keller Jean Kossaifi Anima Anandkumar Brucek Khailany David Z. Pan ViT 35 8 0 30 Nov 2022
TDC: Towards Extremely Efficient CNNs on GPUs via Hardware-Aware Tucker Decomposition Lizhi Xiang Miao Yin Chengming Zhang Aravind Sukumaran-Rajam P. Sadayappan Bo Yuan Dingwen Tao 3DV 27 8 0 07 Nov 2022
Lower Bounds for the Convergence of Tensor Power Iteration on Random Overcomplete Models Yuchen Wu Kangjie Zhou 29 6 0 07 Nov 2022
Deep tensor networks with matrix product operators Bojan Žunkovič 72 4 0 16 Sep 2022
Neural Networks Reduction via Lumping Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 38 4 0 15 Sep 2022
CoShNet: A Hybrid Complex Valued Neural Network using Shearlets Manny Ko Ujjawal K. Panchal Héctor Andrade-Loarca Andres Mendez-Vazquez 30 1 0 14 Aug 2022
Quantum-Inspired Tensor Neural Networks for Partial Differential Equations Raj G. Patel Chia-Wei Hsing Serkan Şahi̇n S. Jahromi Samuel Palmer ... Stephane Aubert Pierre Castellani Chi-Guhn Lee Samuel Mugel Roman Orus 29 14 0 03 Aug 2022
Error Analysis of Tensor-Train Cross Approximation Zhen Qin Alexander Lidiak Zhexuan Gong Gongguo Tang M. Wakin Zhihui Zhu 33 9 0 09 Jul 2022
TT-PINN: A Tensor-Compressed Neural PDE Solver for Edge Computing Zhengwu Liu Xinling Yu Zheng-Wei Zhang PINN 16 7 0 04 Jul 2022
Theoretical Error Performance Analysis for Variational Quantum Circuit Based Functional Regression Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh 36 50 0 08 Jun 2022
Canonical convolutional neural networks Lokesh Veeramacheneni Moritz Wolter Reinhard Klein Jochen Garcke 26 3 0 03 Jun 2022
A Unified Weight Initialization Paradigm for Tensorial Convolutional Neural Networks Yu Pan Zeyong Su Ao Liu Jingquan Wang Nannan Li Zenglin Xu 40 11 0 28 May 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 25 16 0 11 Mar 2022
Improvements to Gradient Descent Methods for Quantum Tensor Network Machine Learning F. Barratt J. Dborin L. Wright 21 11 0 03 Mar 2022
Survey on Federated Learning Threats: concepts, taxonomy on attacks and defences, experimental study and challenges Nuria Rodríguez-Barroso Daniel Jiménez López M. V. Luzón Francisco Herrera Eugenio Martínez-Cámara FedML 37 212 0 20 Jan 2022
Exploiting Hybrid Models of Tensor-Train Networks for Spoken Command Recognition Jun Qi Javier Tejedor 30 4 0 11 Jan 2022
Learning Robust and Lightweight Model through Separable Structured Transformations Xian Wei Yanhui Huang Yang Xu Mingsong Chen Hai Lan Yuanxiang Li Zhongfeng Wang Xuan Tang OOD 24 0 0 27 Dec 2021
Low-rank Tensor Decomposition for Compression of Convolutional Neural Networks Using Funnel Regularization Bo-Shiuan Chu Che-Rung Lee 26 11 0 07 Dec 2021
Signature-Graph Networks Ali Hamdi Flora D. Salim D. Kim Xiaojun Chang 21 1 0 22 Oct 2021
More Efficient Sampling for Tensor Decomposition With Worst-Case Guarantees Osman Asif Malik 36 14 0 14 Oct 2021
QTN-VQC: An End-to-End Learning framework for Quantum Neural Networks Jun Qi Chao-Han Huck Yang Pin-Yu Chen 29 45 0 06 Oct 2021
Semi-tensor Product-based TensorDecomposition for Neural Network Compression Hengling Zhao Yipeng Liu Xiaolin Huang Ce Zhu 47 6 0 30 Sep 2021
Comfetch: Federated Learning of Large Networks on Constrained Clients via Sketching Tahseen Rabbani Brandon Yushan Feng Marco Bornstein Kyle Rui Sang Yifan Yang Arjun Rajkumar A. Varshney Furong Huang FedML 59 2 0 17 Sep 2021
Tensor Yard: One-Shot Algorithm of Hardware-Friendly Tensor-Train Decomposition for Convolutional Neural Networks Anuar Taskynov Vladimir Korviakov I. Mazurenko Yepan Xiong 32 2 0 09 Aug 2021
Double Similarity Distillation for Semantic Image Segmentation Yingchao Feng Xian Sun Wenhui Diao Jihao Li Xin Gao 24 62 0 19 Jul 2021
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar S. Zafeiriou 32 119 0 07 Jul 2021
Layer Folding: Neural Network Depth Reduction using Activation Linearization Amir Ben Dror Niv Zehngut Avraham Raviv E. Artyomov Ran Vitek R. Jevnisek 29 20 0 17 Jun 2021
Quantum-inspired event reconstruction with Tensor Networks: Matrix Product States Jack Y. Araz M. Spannowsky 42 16 0 15 Jun 2021