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CHIP: CHannel Independence-based Pruning for Compact Neural Networks

26 October 2021

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Papers citing "CHIP: CHannel Independence-based Pruning for Compact Neural Networks"

24 / 74 papers shown

Title
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo Zhang Tao Chen Jiayuan Fan Bin Wang 96 0 0 21 Mar 2023
Dynamic Structure Pruning for Compressing CNNs Jun-Hyung Park Yeachan Kim Junho Kim Joon-Young Choi SangKeun Lee GNN 77 21 0 17 Mar 2023
Filter Pruning based on Information Capacity and Independence Xiaolong Tang Shuo Ye Yufeng Shi Tianheng Hu Qinmu Peng Xinge You VLM 133 4 0 07 Mar 2023
Visual Saliency-Guided Channel Pruning for Deep Visual Detectors in Autonomous Driving Jung Im Choi Qingze Tian 89 8 0 04 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 193 190 0 01 Mar 2023
ZipLM: Inference-Aware Structured Pruning of Language Models Eldar Kurtic Elias Frantar Dan Alistarh MQ 177 33 0 07 Feb 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 154 26 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 107 8 0 04 Dec 2022
Pruning by Active Attention Manipulation Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu 91 0 0 20 Oct 2022
Structural Pruning via Latency-Saliency Knapsack Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez 163 58 0 13 Oct 2022
State-driven Implicit Modeling for Sparsity and Robustness in Neural Networks Alicia Y. Tsai Juliette Decugis L. Ghaoui Alper Atamtürk 123 3 0 19 Sep 2022
CWP: Instance complexity weighted channel-wise soft masks for network pruning Jiapeng Wang Ming Ma Zhenhua Yu 121 0 0 08 Sep 2022
Interpretations Steered Network Pruning via Amortized Inferred Saliency Maps Alireza Ganjdanesh Shangqian Gao Heng-Chiao Huang FAtt AAML 124 21 0 07 Sep 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 124 7 0 22 Aug 2022
Deep Neural Networks pruning via the Structured Perspective Regularization M. Cacciola A. Frangioni Xinlin Li Andrea Lodi 3DPC 101 7 0 28 Jun 2022
Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm Aidan Good Jia-Huei Lin Hannah Sieg Mikey Ferguson Xin Yu Shandian Zhe J. Wieczorek Thiago Serra 166 11 0 07 Jun 2022
Compact Neural Networks via Stacking Designed Basic Units Weichao Lan Yiu-ming Cheung Juyong Jiang 94 0 0 03 May 2022
End-to-End Sensitivity-Based Filter Pruning Z. Babaiee Lucas Liebenwein Ramin Hasani Daniela Rus Radu Grosu AAML 82 1 0 15 Apr 2022
Pruning-aware Sparse Regularization for Network Pruning Nanfei Jiang Xu Zhao Chaoyang Zhao Yongqi An Ming Tang Jinqiao Wang 3DPC 105 14 0 18 Jan 2022
A Highly Effective Low-Rank Compression of Deep Neural Networks with Modified Beam-Search and Modified Stable Rank Moonjung Eo Suhyun Kang Wonjong Rhee 116 2 0 30 Nov 2021
Neural network relief: a pruning algorithm based on neural activity Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa 161 12 0 22 Sep 2021
A Progressive Sub-Network Searching Framework for Dynamic Inference Li Yang Zhezhi He Yu Cao Deliang Fan AI4CE 61 7 0 11 Sep 2020
Weight-dependent Gates for Network Pruning Yun Li Zechun Liu Weiqun Wu Haotian Yao Xinming Zhang Fangqiu Yi B. Yin 153 15 0 04 Jul 2020
Differentiable Sparsification for Deep Neural Networks Yognjin Lee 156 7 0 08 Oct 2019