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Dynamic Network Surgery for Efficient DNNs

16 August 2016

Yiwen Guo

Anbang Yao

Yurong Chen

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Papers citing "Dynamic Network Surgery for Efficient DNNs"

50 / 359 papers shown

Title
Pruning Filter in FilterNeural Information Processing Systems (NeurIPS), 2025 Fanxu Meng Hao Cheng Ke Li Huixiang Luo Xiao-Wei Guo Guangming Lu Xing Sun VLM 183 112 0 30 Sep 2020
AdderSR: Towards Energy Efficient Image Super-ResolutionComputer Vision and Pattern Recognition (CVPR), 2025 Dehua Song Yunhe Wang Hanting Chen Chang Xu Chunjing Xu Dacheng Tao SupR 294 89 0 18 Sep 2020
Holistic Filter Pruning for Efficient Deep Neural NetworksIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Lukas Enderich Fabian Timm Wolfram Burgard 104 7 0 17 Sep 2020
Efficient Transformer-based Large Scale Language Representations using Hardware-friendly Block Structured Pruning Bingbing Li Zhenglun Kong Tianyun Zhang Ji Li Hao Sun Hang Liu Caiwen Ding VLM 297 65 0 17 Sep 2020
CNNPruner: Pruning Convolutional Neural Networks with Visual Analytics Guan Li Junpeng Wang Han-Wei Shen Kaixin Chen Guihua Shan Zhonghua Lu AAML 76 48 0 08 Sep 2020
Efficient and Sparse Neural Networks by Pruning Weights in a Multiobjective Learning Approach Malena Reiners K. Klamroth Michael Stiglmayr 90 18 0 31 Aug 2020
HALO: Learning to Prune Neural Networks with Shrinkage Skyler Seto M. Wells Wenyu Zhang 131 0 0 24 Aug 2020
Towards Modality Transferable Visual Information Representation with Optimal Model Compression Rongqun Lin Linwei Zhu Shiqi Wang Sam Kwong 92 2 0 13 Aug 2020
Growing Efficient Deep Networks by Structured Continuous Sparsification Xin Yuan Pedro H. P. Savarese Michael Maire 3DPC 95 49 0 30 Jul 2020
RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices Wei Niu Mengshu Sun Hao Sun Jou-An Chen Jiexiong Guan Xipeng Shen Yanzhi Wang Sijia Liu Xue Lin Bin Ren MQ 109 12 0 20 Jul 2020
Joint Multi-User DNN Partitioning and Computational Resource Allocation for Collaborative Edge Intelligence Xin Tang Xu Chen Liekang Zeng Shuai Yu Lin Chen 87 100 0 15 Jul 2020
ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting Xiaohan Ding Tianxiang Hao Jianchao Tan Ji Liu Jungong Han Yuchen Guo Guiguang Ding 165 177 0 07 Jul 2020
Bespoke vs. Prêt-à-Porter Lottery Tickets: Exploiting Mask Similarity for Trainable Sub-Network Finding Michela Paganini Jessica Zosa Forde UQCV 72 6 0 06 Jul 2020
ESPN: Extremely Sparse Pruned Networks Minsu Cho Ameya Joshi Chinmay Hegde 95 9 0 28 Jun 2020
Topological Insights into Sparse Neural Networks Shiwei Liu T. Lee Anil Yaman Zahra Atashgahi David L. Ferraro Ghada Sokar Mykola Pechenizkiy Decebal Constantin Mocanu 78 30 0 24 Jun 2020
Slimming Neural Networks using Adaptive Connectivity Scores Madan Ravi Ganesh Dawsin Blanchard Jason J. Corso Salimeh Yasaei Sekeh 120 12 0 22 Jun 2020
Exploiting Weight Redundancy in CNNs: Beyond Pruning and Quantization Yuan Wen David Gregg MQ 79 3 0 22 Jun 2020
Progressive Skeletonization: Trimming more fat from a network at initializationInternational Conference on Learning Representations (ICLR), 2025 Pau de Jorge Amartya Sanyal Harkirat Singh Behl Juil Sock Grégory Rogez P. Dokania 202 97 0 16 Jun 2020
Finding trainable sparse networks through Neural Tangent TransferInternational Conference on Machine Learning (ICML), 2024 Tianlin Liu Friedemann Zenke 99 35 0 15 Jun 2020
O(1) Communication for Distributed SGD through Two-Level Gradient AveragingIEEE International Conference on Cluster Computing (CLUSTER), 2024 Subhadeep Bhattacharya Weikuan Yu Fahim Chowdhury FedML 48 2 0 12 Jun 2020
Dynamic Model Pruning with FeedbackInternational Conference on Learning Representations (ICLR), 2025 Tao R. Lin Sebastian U. Stich Luis Barba Daniil Dmitriev Martin Jaggi 194 214 0 12 Jun 2020
3D Point Cloud Feature Explanations Using Gradient-Based MethodsIEEE International Joint Conference on Neural Network (IJCNN), 2023 A. Gupta Simon Watson Hujun Yin 3DPC 66 29 0 09 Jun 2020
Pruning neural networks without any data by iteratively conserving synaptic flowNeural Information Processing Systems (NeurIPS), 2025 Hidenori Tanaka D. Kunin Daniel L. K. Yamins Surya Ganguli 358 692 0 09 Jun 2020
A Framework for Neural Network Pruning Using Gibbs DistributionsGlobal Communications Conference (GLOBECOM), 2021 Alex Labach S. Valaee 70 5 0 08 Jun 2020
Weight Pruning via Adaptive Sparsity Loss George Retsinas Athena Elafrou G. Goumas Petros Maragos 90 10 0 04 Jun 2020
Feature Statistics Guided Efficient Filter Pruning Hang Li Chen Ma Wenyuan Xu Xue Liu 84 33 0 21 May 2020
Joint Multi-Dimension Pruning via Numerical Gradient Update Zechun Liu Xinming Zhang Zhiqiang Shen Zhe Li Yichen Wei Kwang-Ting Cheng Jian Sun 92 19 0 18 May 2020
Dynamic Sparsity Neural Networks for Automatic Speech Recognition Zhaofeng Wu Ding Zhao Qiao Liang Jiahui Yu Anmol Gulati Ruoming Pang 91 41 0 16 May 2020
Generalized Bayesian Posterior Expectation Distillation for Deep Neural Networks Meet P. Vadera B. Jalaeian Benjamin M. Marlin BDL FedML UQCV 81 20 0 16 May 2020
Movement Pruning: Adaptive Sparsity by Fine-TuningNeural Information Processing Systems (NeurIPS), 2025 Victor Sanh Thomas Wolf Alexander M. Rush 188 513 0 15 May 2020
PENNI: Pruned Kernel Sharing for Efficient CNN InferenceInternational Conference on Machine Learning (ICML), 2024 Shiyu Li Edward Hanson Xue Yang Yiran Chen 78 20 0 14 May 2020
Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked LayersInternational Conference on Learning Representations (ICLR), 2025 Junjie Liu Zhe Xu Runbin Shi R. Cheung Hayden Kwok-Hay So 112 127 0 14 May 2020
Compact Neural Representation Using Attentive Network Pruning Mahdi Biparva John K. Tsotsos CVBM 48 1 0 10 May 2020
Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 3DPC MedIm 91 54 0 08 May 2020
Data-Free Network Quantization With Adversarial Knowledge Distillation Yoojin Choi Jihwan P. Choi Mostafa El-Khamy Jungwon Lee MQ 134 129 0 08 May 2020
Dependency Aware Filter Pruning Kai Zhao Xinyu Zhang Qi Han Ming-Ming Cheng 72 3 0 06 May 2020
Successfully Applying the Stabilized Lottery Ticket Hypothesis to the Transformer ArchitectureAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Christopher Brix Parnia Bahar Hermann Ney 140 38 0 04 May 2020
DeFormer: Decomposing Pre-trained Transformers for Faster Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Qingqing Cao H. Trivedi A. Balasubramanian Niranjan Balasubramanian 127 69 0 02 May 2020
Rethinking Class-Discrimination Based CNN Channel Pruning Yuchen Liu D. Wentzlaff S. Kung 78 10 0 29 Apr 2020
WoodFisher: Efficient Second-Order Approximation for Neural Network Compression Sidak Pal Singh Dan Alistarh 94 28 0 29 Apr 2020
PERMDNN: Efficient Compressed DNN Architecture with Permuted Diagonal MatricesMicro (MICRO), 2023 Chunhua Deng Siyu Liao Yi Xie Keshab K. Parhi Xuehai Qian Bo Yuan 109 93 0 23 Apr 2020
A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods Tianyun Zhang Xiaolong Ma Zheng Zhan Shangli Zhou Minghai Qin Fei Sun Yen-kuang Chen Caiwen Ding M. Fardad Yanzhi Wang 69 5 0 12 Apr 2020
Acceleration of Convolutional Neural Network Using FFT-Based Split Convolutions Kamran Chitsaz M. Hajabdollahi N. Karimi S. Samavi S. Shirani 84 29 0 27 Mar 2020
Towards Practical Lottery Ticket Hypothesis for Adversarial Training Bai Li Shiqi Wang Yunhan Jia Yantao Lu Zhenyu Zhong Lawrence Carin Suman Jana AAML 165 14 0 06 Mar 2020
HYDRA: Pruning Adversarially Robust Neural Networks Vikash Sehwag Shiqi Wang Prateek Mittal Suman Jana AAML 100 25 0 24 Feb 2020
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks Sai Aparna Aketi Sourjya Roy A. Raghunathan Kaushik Roy 148 22 0 23 Feb 2020
Network Pruning via Annealing and Direct Sparsity Control Yangzi Guo Yiyuan She Adrian Barbu 43 0 0 11 Feb 2020
Convolutional Neural Network Pruning Using Filter AttenuationInternational Conference on Information Photonics (ICIP), 2025 Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi S. Shirani 3DPC 45 3 0 09 Feb 2020
Soft Threshold Weight Reparameterization for Learnable SparsityInternational Conference on Machine Learning (ICML), 2024 Aditya Kusupati Vivek Ramanujan Raghav Somani Mitchell Wortsman Prateek Jain Sham Kakade Ali Farhadi 412 256 0 08 Feb 2020
MSE-Optimal Neural Network Initialization via Layer Fusion Ramina Ghods Andrew Lan Tom Goldstein Christoph Studer FedML 45 1 0 28 Jan 2020