Towards Efficient Tensor Decomposition-Based DNN Model Compression with
Optimization Framework

Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework

26 July 2021

Papers citing "Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework"

16 / 16 papers shown

Title
Property Inheritance for Subtensors in Tensor Train Decompositions HanQin Cai Longxiu Huang 40 0 0 15 Apr 2025
MOGNET: A Mux-residual quantized Network leveraging Online-Generated weights Van Thien Nguyen William Guicquero Gilles Sicard MQ 75 1 0 17 Jan 2025
Quantization Aware Factorization for Deep Neural Network Compression Daria Cherniuk Stanislav Abukhovich Anh-Huy Phan Ivan Oseledets A. Cichocki Julia Gusak MQ 23 2 0 08 Aug 2023
Learning Kernel-Modulated Neural Representation for Efficient Light Field Compression Jinglei Shi Yihong Xu C. Guillemot 27 6 0 12 Jul 2023
COMCAT: Towards Efficient Compression and Customization of Attention-Based Vision Models Jinqi Xiao Miao Yin Yu Gong Xiao Zang Jian Ren Bo Yuan VLM ViT 43 9 0 26 May 2023
Learning-based Spatial and Angular Information Separation for Light Field Compression Jinglei Shi Yihong Xu C. Guillemot 23 0 0 13 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
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Yu Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 55 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
CSTAR: Towards Compact and STructured Deep Neural Networks with Adversarial Robustness Huy Phan Miao Yin Yang Sui Bo Yuan S. Zonouz AAML GNN 32 8 0 04 Dec 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 22 8 0 07 Nov 2022
RIBAC: Towards Robust and Imperceptible Backdoor Attack against Compact DNN Huy Phan Cong Shi Yi Xie Tian-Di Zhang Zhuohang Li Tianming Zhao Jian-Dong Liu Yan Wang Ying-Cong Chen Bo Yuan AAML 32 6 0 22 Aug 2022
SVD-NAS: Coupling Low-Rank Approximation and Neural Architecture Search Zhewen Yu C. Bouganis 37 4 0 22 Aug 2022
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks Y. Fu Haichuan Yang Jiayi Yuan Meng Li Cheng Wan Raghuraman Krishnamoorthi Vikas Chandra Yingyan Lin 36 19 0 02 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
CHIP: CHannel Independence-based Pruning for Compact Neural Networks Yang Sui Miao Yin Yi Xie Huy Phan S. Zonouz Bo Yuan VLM 35 129 0 26 Oct 2021