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Rethinking the Value of Network Pruning

11 October 2018

Gao Huang

Papers citing "Rethinking the Value of Network Pruning"

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Title
BCNet: Searching for Network Width with Bilaterally Coupled Network Xiu Su Shan You Fei Wang Chao Qian Changshui Zhang Chang Xu 131 35 0 21 May 2021
Learning Language Specific Sub-network for Multilingual Machine Translation Zehui Lin Liwei Wu Mingxuan Wang Lei Li 82 84 0 19 May 2021
Troubleshooting Blind Image Quality Models in the Wild Zhihua Wang Haotao Wang Tianlong Chen Zhangyang Wang Kede Ma 66 21 0 14 May 2021
BWCP: Probabilistic Learning-to-Prune Channels for ConvNets via Batch Whitening Wenqi Shao Hang Yu Zhaoyang Zhang Hang Xu Zhenguo Li Ping Luo AAML 26 2 0 13 May 2021
Compatibility-aware Heterogeneous Visual Search Rahul Duggal Hao Zhou Shuo Yang Yuanjun Xiong Wei Xia Zhuowen Tu Stefano Soatto 92 24 0 13 May 2021
Dynamical Isometry: The Missing Ingredient for Neural Network Pruning Huan Wang Can Qin Yue Bai Y. Fu 53 5 0 12 May 2021
Network Pruning That Matters: A Case Study on Retraining Variants Duong H. Le Binh-Son Hua 89 41 0 07 May 2021
Effective Sparsification of Neural Networks with Global Sparsity Constraint Xiao Zhou Weizhong Zhang Hang Xu Tong Zhang 157 64 0 03 May 2021
Filter Distribution Templates in Convolutional Networks for Image Classification Tasks Ramon Izquierdo-Cordova Walterio W. Mayol-Cuevas VLM 27 0 0 28 Apr 2021
Deep Neural Networks Based Weight Approximation and Computation Reuse for 2-D Image Classification M. Tolba H. Tesfai H. Saleh B. Mohammad Mahmoud Al-Qutayri 62 5 0 28 Apr 2021
Sifting out the features by pruning: Are convolutional networks the winning lottery ticket of fully connected ones? Franco Pellegrini Giulio Biroli 109 6 0 27 Apr 2021
Width Transfer: On the (In)variance of Width Optimization Ting-Wu Chin Diana Marculescu Ari S. Morcos 45 3 0 24 Apr 2021
Carrying out CNN Channel Pruning in a White Box Yuxin Zhang Mingbao Lin Chia-Wen Lin Jie Chen Feiyue Huang Yongjian Wu Yonghong Tian Rongrong Ji VLM 113 61 0 24 Apr 2021
Playing Lottery Tickets with Vision and Language Zhe Gan Yen-Chun Chen Linjie Li Tianlong Chen Yu Cheng Shuohang Wang Jingjing Liu Lijuan Wang Zicheng Liu VLM 146 56 0 23 Apr 2021
Distilling Knowledge via Knowledge Review Pengguang Chen Shu Liu Hengshuang Zhao Jiaya Jia 220 450 0 19 Apr 2021
Lottery Jackpots Exist in Pre-trained Models Yuxin Zhang Mingbao Lin Yan Wang Yong Li Rongrong Ji 95 16 0 18 Apr 2021
Towards Efficient Convolutional Network Models with Filter Distribution Templates Ramon Izquierdo-Cordova Walterio W. Mayol-Cuevas 36 2 0 17 Apr 2021
Accelerating Sparse Deep Neural Networks Asit K. Mishra J. Latorre Jeff Pool Darko Stosic Dusan Stosic Ganesh Venkatesh Chong Yu Paulius Micikevicius 167 237 0 16 Apr 2021
The Impact of Activation Sparsity on Overfitting in Convolutional Neural Networks Karim Huesmann Luis Garcia Rodriguez Lars Linsen Benjamin Risse 50 4 0 13 Apr 2021
Towards Efficient Graph Convolutional Networks for Point Cloud Handling Yawei Li He Chen Zhaopeng Cui Radu Timofte Marc Pollefeys Gregory Chirikjian Luc Van Gool 3DPC GNN 86 25 0 12 Apr 2021
Combined Depth Space based Architecture Search For Person Re-identification Hanjun Li Gaojie Wu Weishi Zheng 3DPC 83 107 0 09 Apr 2021
Convolutional Neural Network Pruning with Structural Redundancy Reduction Zehao Wang Chengcheng Li Xiangyang Wang 3DPC 89 161 0 08 Apr 2021
Anytime Dense Prediction with Confidence Adaptivity Zhuang Liu Zhiqiu Xu H. Wang Trevor Darrell Evan Shelhamer 76 20 0 01 Apr 2021
Anchor Pruning for Object Detection Maxim Bonnaerens Matthias Anton Freiberger J. Dambre ObjD 3DPC 44 14 0 01 Apr 2021
Bit-Mixer: Mixed-precision networks with runtime bit-width selection Adrian Bulat Georgios Tzimiropoulos MQ 77 27 0 31 Mar 2021
The Elastic Lottery Ticket Hypothesis Xiaohan Chen Yu Cheng Shuohang Wang Zhe Gan Jingjing Liu Zhangyang Wang OOD 90 34 0 30 Mar 2021
RCT: Resource Constrained Training for Edge AI Tian Huang Yaoyu Zhang Ming Yan Qiufeng Wang Rick Siow Mong Goh 82 8 0 26 Mar 2021
Dynamic Slimmable Network Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 91 145 0 24 Mar 2021
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Sushant Singh A. Mahmood AI4TS 120 96 0 23 Mar 2021
Multi-Prize Lottery Ticket Hypothesis: Finding Accurate Binary Neural Networks by Pruning A Randomly Weighted Network James Diffenderfer B. Kailkhura MQ 97 76 0 17 Mar 2021
Recent Advances on Neural Network Pruning at Initialization Huan Wang Can Qin Yue Bai Yulun Zhang Yun Fu CVBM 96 67 0 11 Mar 2021
Pufferfish: Communication-efficient Models At No Extra Cost Hongyi Wang Saurabh Agarwal Dimitris Papailiopoulos 85 59 0 05 Mar 2021
Environmental Sound Classification on the Edge: A Pipeline for Deep Acoustic Networks on Extremely Resource-Constrained Devices Md Mohaimenuzzaman Christoph Bergmeir I. West B. Meyer 150 43 0 05 Mar 2021
Teachers Do More Than Teach: Compressing Image-to-Image Models Qing Jin Jian Ren Oliver J. Woodford Jiazhuo Wang Geng Yuan Yanzhi Wang Sergey Tulyakov 82 56 0 05 Mar 2021
Lost in Pruning: The Effects of Pruning Neural Networks beyond Test Accuracy Lucas Liebenwein Cenk Baykal Brandon Carter David K Gifford Daniela Rus AAML 84 74 0 04 Mar 2021
Network Pruning via Resource Reallocation Yuenan Hou Zheng Ma Chunxiao Liu Zhe Wang Chen Change Loy 48 20 0 02 Mar 2021
Embedded Knowledge Distillation in Depth-Level Dynamic Neural Network Qi Zhao Shuchang Lyu Zhiwei Zhang Ting-Bing Xu Guangliang Cheng 57 2 0 01 Mar 2021
Early-Bird GCNs: Graph-Network Co-Optimization Towards More Efficient GCN Training and Inference via Drawing Early-Bird Lottery Tickets Haoran You Zhihan Lu Zijian Zhou Y. Fu Yingyan Lin GNN 113 33 0 01 Mar 2021
Data-Efficient GAN Training Beyond (Just) Augmentations: A Lottery Ticket Perspective Tianlong Chen Yu Cheng Zhe Gan Jingjing Liu Zhangyang Wang 82 52 0 28 Feb 2021
A Framework For Pruning Deep Neural Networks Using Energy-Based Models Hojjat Salehinejad S. Valaee CVBM 27 2 0 25 Feb 2021
Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not? Ning Liu Geng Yuan Zhengping Che Xuan Shen Xiaolong Ma Qing Jin Jian Ren Jian Tang Sijia Liu Yanzhi Wang 92 32 0 19 Feb 2021
Reduced-Order Neural Network Synthesis with Robustness Guarantees R. Drummond M. Turner S. Duncan 70 10 0 18 Feb 2021
SeaPearl: A Constraint Programming Solver guided by Reinforcement Learning Félix Chalumeau Ilan Coulon Quentin Cappart Louis-Martin Rousseau 92 21 0 18 Feb 2021
An Information-Theoretic Justification for Model Pruning Berivan Isik Tsachy Weissman Albert No 164 37 0 16 Feb 2021
Accelerated Sparse Neural Training: A Provable and Efficient Method to Find N:M Transposable Masks Itay Hubara Brian Chmiel Moshe Island Ron Banner S. Naor Daniel Soudry 129 121 0 16 Feb 2021
Scaling Up Exact Neural Network Compression by ReLU Stability Thiago Serra Xin Yu Abhinav Kumar Srikumar Ramalingam 68 24 0 15 Feb 2021
ChipNet: Budget-Aware Pruning with Heaviside Continuous Approximations Rishabh Tiwari Udbhav Bamba Arnav Chavan D. K. Gupta 69 31 0 14 Feb 2021
Locally Free Weight Sharing for Network Width Search Xiu Su Shan You Tao Huang Fei Wang Chao Qian Changshui Zhang Chang Xu 60 40 0 10 Feb 2021
Extracting the Auditory Attention in a Dual-Speaker Scenario from EEG using a Joint CNN-LSTM Model Ivine Kuruvila J. Muncke Eghart Fischer U. Hoppe 42 25 0 08 Feb 2021
Compressed Object Detection Gedeon Muhawenayo Georgia Gkioxari 97 3 0 04 Feb 2021