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Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Yihui He

Xiangyu Zhang

Jian Sun

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Papers citing "Channel Pruning for Accelerating Very Deep Neural Networks"

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Title
ReverB-SNN: Reversing Bit of the Weight and Activation for Spiking Neural Networks Yufei Guo Yuhan Zhang Zhou Jie Xiaode Liu Xin Tong Y. Chen Weihang Peng Zhe Ma MQ 21 0 0 09 Jun 2025
Smooth Model Compression without Fine-Tuning Christina Runkel Natacha Kuete Meli Jovita Lukasik A. Biguri Carola-Bibiane Schönlieb Michael Moeller 48 0 0 30 May 2025
TSENOR: Highly-Efficient Algorithm for Finding Transposable N:M Sparse Masks X. Meng Mehdi Makni Rahul Mazumder 32 0 0 29 May 2025
FCOS: A Two-Stage Recoverable Model Pruning Framework for Automatic Modulation Recognition Yao Lu Tengfei Ma Zeyu Wang Z. Chen Dongwei Xu Yun Lin Qi Xuan Guan Gui 45 1 0 27 May 2025
Meta Pruning via Graph Metanetworks : A Meta Learning Framework for Network Pruning Yewei Liu Xiyuan Wang Muhan Zhang DD GNN 55 0 0 24 May 2025
Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models Benjamin Walker Lingyi Yang Nicola Muca Cirone C. Salvi Terry Lyons AI4TS 98 0 0 23 May 2025
Adversarially Robust Spiking Neural Networks with Sparse Connectivity Mathias Schmolli Maximilian Baronig Robert Legenstein Ozan Özdenizci AAML 45 0 0 16 May 2025
Optimizing Deep Neural Networks using Safety-Guided Self Compression Mohammad Zbeeb Mariam Salman Mohammad Bazzi Ammar Mohanna 67 0 0 01 May 2025
DNAD: Differentiable Neural Architecture Distillation Xuan Rao Bo Zhao Derong Liu 96 1 0 25 Apr 2025
CUT: Pruning Pre-Trained Multi-Task Models into Compact Models for Edge Devices Jingxuan Zhou Weidong Bao Ji Wang Zhengyi Zhong 57 0 0 14 Apr 2025
Tin-Tin: Towards Tiny Learning on Tiny Devices with Integer-based Neural Network Training Yi Hu Jinhang Zuo Eddie Zhang Bob Iannucci Carlee Joe-Wong 102 0 0 13 Apr 2025
Cycle Training with Semi-Supervised Domain Adaptation: Bridging Accuracy and Efficiency for Real-Time Mobile Scene Detection Huu-Phong Phan-Nguyen Anh Dao T. Nguyen Tuan Quang H. Tran Tinh-Anh Nguyen-Nhu Huy-Thach Pham Quan Nguyen Hoang M. Le Quang-Vinh Dinh 86 0 0 12 Apr 2025
DyDiT++: Dynamic Diffusion Transformers for Efficient Visual Generation Wangbo Zhao Yizeng Han Jiasheng Tang Kai Wang Hao Luo Yibing Song Gao Huang Fan Wang Yang You 163 0 0 09 Apr 2025
AccLLM: Accelerating Long-Context LLM Inference Via Algorithm-Hardware Co-Design Yanbiao Liang Huihong Shi Haikuo Shao Zhongfeng Wang 97 0 0 07 Apr 2025
Dynamic Vision Mamba Mengxuan Wu Zekai Li Zhiyuan Liang Moyang Li Xuanlei Zhao ... Xiaojiang Peng Konstantinos N. Plataniotis Kai Wang Wangbo Zhao Yang You Mamba 89 0 0 07 Apr 2025
Real-Time Navigation for Autonomous Aerial Vehicles Using Video Khizar Anjum Parul Pandey Vidyasagar Sadhu Roberto Tron D. Pompili 110 0 0 01 Apr 2025
Mobile-VideoGPT: Fast and Accurate Video Understanding Language Model Abdelrahman M. Shaker Muhammad Maaz Chenhui Gou Hamid Rezatofighi Salman Khan Fahad Shahbaz Khan 428 0 0 27 Mar 2025
Dynamic Gradient Sparse Update for Edge Training I-Hsuan Li Tian-Sheuan Chang 126 1 0 23 Mar 2025
Temporal Action Detection Model Compression by Progressive Block Drop Xiaoyong Chen Yong Guo Jiaming Liang Sitong Zhuang Runhao Zeng Xiping Hu 92 0 0 21 Mar 2025
Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness Kangrui Du Yuhang Wu Shikuang Deng Shi Gu 77 0 0 18 Mar 2025
Changing Base Without Losing Pace: A GPU-Efficient Alternative to MatMul in DNNs Nir Ailon Akhiad Bercovich Omri Weinstein 139 0 0 15 Mar 2025
ILLC: Iterative Layer-by-Layer Compression for Enhancing Structural Faithfulness in SpArX Ungsik Kim 108 0 0 05 Mar 2025
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation Tiansheng Wen Yifei Wang Zequn Zeng Zhong Peng Yudi Su Xinyang Liu Bo Chen Hongwei Liu Stefanie Jegelka Chenyu You CLL 231 4 0 03 Mar 2025
Forget the Data and Fine-Tuning! Just Fold the Network to Compress Dong Wang Haris Šikić Lothar Thiele O. Saukh 152 1 0 17 Feb 2025
Compressing Model with Few Class-Imbalance Samples: An Out-of-Distribution Expedition Tian-Shuang Wu Shen-Huan Lyu Ning Chen Zhihao Qu Baoliu Ye OODD 117 0 0 09 Feb 2025
Training-Free Restoration of Pruned Neural Networks Keonho Lee Minsoo Kim Dong-Wan Choi 92 0 0 06 Feb 2025
Pruning-aware Loss Functions for STOI-Optimized Pruned Recurrent Autoencoders for the Compression of the Stimulation Patterns of Cochlear Implants at Zero Delay Reemt Hinrichs Jörn Ostermann 173 0 0 04 Feb 2025
Deep Weight Factorization: Sparse Learning Through the Lens of Artificial Symmetries Chris Kolb T. Weber Bernd Bischl David Rügamer 372 1 0 04 Feb 2025
Pruning-based Data Selection and Network Fusion for Efficient Deep Learning Humaira Kousar Hasnain Irshad Bhatti Jaekyun Moon 91 1 0 03 Jan 2025
Holistic Adversarially Robust Pruning Qi Zhao Christian Wressnegger 133 10 0 19 Dec 2024
DEX: Data Channel Extension for Efficient CNN Inference on Tiny AI Accelerators Taesik Gong F. Kawsar Chulhong Min 119 3 0 09 Dec 2024
Is Oracle Pruning the True Oracle? Sicheng Feng Keda Tao Haoyu Wang VLM 144 0 0 28 Nov 2024
Deep Convolutional Neural Networks Structured Pruning via Gravity Regularization Abdesselam Ferdi 142 0 0 25 Nov 2024
Quantization without Tears Minghao Fu Hao Yu Jie Shao Junjie Zhou Ke Zhu Jianxin Wu MQ 201 3 0 21 Nov 2024
Electrostatic Force Regularization for Neural Structured Pruning Abdesselam Ferdi A. Taleb-Ahmed A. Nakib Youcef Ferdi 119 1 0 17 Nov 2024
Layer-Adaptive State Pruning for Deep State Space Models Minseon Gwak Seongrok Moon Joohwan Ko PooGyeon Park 130 1 0 05 Nov 2024
Mutual Information Preserving Neural Network Pruning Charles Westphal Stephen Hailes Mirco Musolesi 121 1 0 31 Oct 2024
BLAST: Block-Level Adaptive Structured Matrices for Efficient Deep Neural Network Inference Changwoo Lee Soo Min Kwon Qing Qu Hun-Seok Kim 90 0 0 28 Oct 2024
GeoLoRA: Geometric integration for parameter efficient fine-tuning Steffen Schotthöfer Emanuele Zangrando Gianluca Ceruti Francesco Tudisco J. Kusch AI4CE 38 2 0 24 Oct 2024
Small Contributions, Small Networks: Efficient Neural Network Pruning Based on Relative Importance Mostafa Hussien Mahmoud Afifi K. Nguyen M. Cheriet 94 0 0 21 Oct 2024
MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router Yanyue Xie Zhi Zhang Ding Zhou Cong Xie Ziang Song Xin Liu Yanzhi Wang Xue Lin An Xu LLMAG 89 5 0 15 Oct 2024
SGLP: A Similarity Guided Fast Layer Partition Pruning for Compressing Large Deep Models Yuqi Li Yao Lu Zhihong Zhu Chuanguang Yang Yihao Chen Jianping Gou 66 6 0 14 Oct 2024
Arrhythmia Classification Using Graph Neural Networks Based on Correlation Matrix Seungwoo Han 72 0 0 14 Oct 2024
Gradient-Free Neural Network Training on the Edge Dotan Di Castro O. Joglekar Shir Kozlovsky Vladimir Tchuiev Michal Moshkovitz MQ 33 0 0 13 Oct 2024
Non-transferable Pruning Ruyi Ding Lili Su A. A. Ding Yunsi Fei AAML 72 2 0 10 Oct 2024
Mixture Compressor for Mixture-of-Experts LLMs Gains More Wei Huang Yue Liao Jianhui Liu Ruifei He Haoru Tan Shiming Zhang Hongsheng Li Si Liu Xiaojuan Qi MoE 114 4 0 08 Oct 2024
ReTok: Replacing Tokenizer to Enhance Representation Efficiency in Large Language Model Shuhao Gu Mengdi Zhao Bowen Zhang Liangdong Wang Jijie Li Guang Liu 66 3 0 06 Oct 2024
Dynamic Diffusion Transformer Wangbo Zhao Yizeng Han Jiasheng Tang Kai Wang Yibing Song Gao Huang Fan Wang Yang You 124 15 0 04 Oct 2024
Investigating the Effect of Network Pruning on Performance and Interpretability Jonathan von Rad Florian Seuffert 126 1 0 29 Sep 2024
CycleBNN: Cyclic Precision Training in Binary Neural Networks Federico Fontana Romeo Lanzino Anxhelo Diko G. Foresti Luigi Cinque MQ 97 0 0 28 Sep 2024