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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
A Deeper Look into Convolutions via Eigenvalue-based Pruning Ilke Çugu Emre Akbas FAtt 40 1 0 04 Feb 2021
Understanding Cache Boundness of ML Operators on ARM Processors Bernhard Klein Christoph Gratl Manfred Mücke Holger Fröning MQ 58 1 0 01 Feb 2021
AACP: Model Compression by Accurate and Automatic Channel Pruning Lanbo Lin Yujiu Yang Zhenhua Guo MQ 64 12 0 31 Jan 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 252 710 0 24 Jan 2021
Network Pruning using Adaptive Exemplar Filters Mingbao Lin Rongrong Ji Shaojie Li Yan Wang Yongjian Wu Feiyue Huang QiXiang Ye VLM 70 55 0 20 Jan 2021
Knowledge Distillation Methods for Efficient Unsupervised Adaptation Across Multiple Domains Le Thanh Nguyen-Meidine Atif Belal M. Kiran Jose Dolz Louis-Antoine Blais-Morin Eric Granger 88 27 0 18 Jan 2021
KCP: Kernel Cluster Pruning for Dense Labeling Neural Networks Po-Hsiang Yu Sih-Sian Wu Liang-Gee Chen VLM 34 0 0 17 Jan 2021
ACP: Automatic Channel Pruning via Clustering and Swarm Intelligence Optimization for CNN Jingfei Chang Yang Lu Ping Xue Yiqun Xu Zhen Wei 41 40 0 16 Jan 2021
Single-path Bit Sharing for Automatic Loss-aware Model Compression Jing Liu Bohan Zhuang Peng Chen Chunhua Shen Jianfei Cai Mingkui Tan MQ 58 8 0 13 Jan 2021
Deeplite Neutrino: An End-to-End Framework for Constrained Deep Learning Model Optimization A. Sankaran Olivier Mastropietro Ehsan Saboori Yasser Idris Davis Sawyer Mohammadhossein Askarihemmat G. B. Hacene 73 4 0 11 Jan 2021
Spending Your Winning Lottery Better After Drawing It Ajay Jaiswal Haoyu Ma Tianlong Chen Ying Ding Zhangyang Wang 50 6 0 08 Jan 2021
Spectral Analysis for Semantic Segmentation with Applications on Feature Truncation and Weak Annotation Li-Wei Chen Wei-Chen Chiu Chin-Tien Wu 66 0 0 28 Dec 2020
AttentionLite: Towards Efficient Self-Attention Models for Vision Souvik Kundu Sairam Sundaresan 72 22 0 21 Dec 2020
Finding Sparse Structures for Domain Specific Neural Machine Translation Jianze Liang Chengqi Zhao Mingxuan Wang Xipeng Qiu Lei Li CLL 73 4 0 19 Dec 2020
Enabling Retrain-free Deep Neural Network Pruning using Surrogate Lagrangian Relaxation Deniz Gurevin Shangli Zhou Lynn Pepin Bingbing Li Mikhail A. Bragin Caiwen Ding Fei Miao 54 3 0 18 Dec 2020
Neural Pruning via Growing Regularization Huan Wang Can Qin Yulun Zhang Y. Fu 106 148 0 16 Dec 2020
A Deep Graph Neural Networks Architecture Design: From Global Pyramid-like Shrinkage Skeleton to Local Topology Link Rewiring Gege Zhang 30 0 0 16 Dec 2020
NeurIPS 2020 Competition: Predicting Generalization in Deep Learning Yiding Jiang Pierre Foret Scott Yak Daniel M. Roy H. Mobahi Gintare Karolina Dziugaite Samy Bengio Suriya Gunasekar Isabelle M Guyon Behnam Neyshabur Google Research OOD 74 55 0 14 Dec 2020
Learn-Prune-Share for Lifelong Learning Zifeng Wang T. Jian Kaushik R. Chowdhury Yanzhi Wang Jennifer Dy Stratis Ioannidis KELM CLL 71 36 0 13 Dec 2020
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Michael Carbin Zhangyang Wang 99 123 0 12 Dec 2020
Robustness and Transferability of Universal Attacks on Compressed Models Alberto G. Matachana Kenneth T. Co Luis Muñoz-González David Martínez Emil C. Lupu AAML 48 10 0 10 Dec 2020
Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Runbin Shi Hayden Kwok-Hay So Xuehai Qian Yanzhi Wang Xue Lin MQ 84 89 0 08 Dec 2020
DiffPrune: Neural Network Pruning with Deterministic Approximate Binary Gates and $L_0$ Regularization Yaniv Shulman 82 3 0 07 Dec 2020
NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration Zhengang Li Geng Yuan Wei Niu Pu Zhao Yanyu Li ... Sijia Liu Kaiyuan Yang Bin Ren Yanzhi Wang Xue Lin MQ 100 27 0 01 Dec 2020
ProtoPShare: Prototype Sharing for Interpretable Image Classification and Similarity Discovery Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski 75 116 0 29 Nov 2020
Fully Quantized Image Super-Resolution Networks Hu Wang Peng Chen Bohan Zhuang Chunhua Shen SupR MQ 80 30 0 29 Nov 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 116 124 0 25 Nov 2020
Auto Graph Encoder-Decoder for Neural Network Pruning Sixing Yu Arya Mazaheri Ali Jannesari GNN 81 40 0 25 Nov 2020
Rethinking Weight Decay For Efficient Neural Network Pruning Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel T. Hannagan David Bertrand 112 26 0 20 Nov 2020
ClickTrain: Efficient and Accurate End-to-End Deep Learning Training via Fine-Grained Architecture-Preserving Pruning Chengming Zhang Geng Yuan Wei Niu Jiannan Tian Sian Jin ... Zhe Jiang Yanzhi Wang Bin Ren Shuaiwen Leon Song Dingwen Tao 3DV 86 1 0 20 Nov 2020
Learning Efficient GANs for Image Translation via Differentiable Masks and co-Attention Distillation Shaojie Li Mingbao Lin Yan Wang Yong Li Ling Shao Rongrong Ji 88 33 0 17 Nov 2020
LEAN: graph-based pruning for convolutional neural networks by extracting longest chains R. Schoonhoven A. Hendriksen D. Pelt K. Batenburg 3DPC 56 4 0 13 Nov 2020
Filter Pruning using Hierarchical Group Sparse Regularization for Deep Convolutional Neural Networks Kakeru Mitsuno Takio Kurita 40 7 0 04 Nov 2020
DAIS: Automatic Channel Pruning via Differentiable Annealing Indicator Search Yushuo Guan Ning Liu Pengyu Zhao Zhengping Che Kaigui Bian Yanzhi Wang Jian Tang 53 40 0 04 Nov 2020
A Tunable Robust Pruning Framework Through Dynamic Network Rewiring of DNNs Souvik Kundu M. Nazemi Peter A. Beerel Massoud Pedram AAML 74 67 0 03 Nov 2020
Observation Space Matters: Benchmark and Optimization Algorithm J. Kim Sehoon Ha OOD OffRL 49 11 0 02 Nov 2020
Methods for Pruning Deep Neural Networks S. Vadera Salem Ameen 3DPC 76 131 0 31 Oct 2020
Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is Enough Mao Ye Lemeng Wu Qiang Liu 67 17 0 29 Oct 2020
Data Agnostic Filter Gating for Efficient Deep Networks Xiu Su Shan You Tao Huang Hongyan Xu Fei Wang Chao Qian Changshui Zhang Chang Xu 56 10 0 28 Oct 2020
Differentiable Channel Sparsity Search via Weight Sharing within Filters Yu Zhao Chung-Kuei Lee 53 1 0 28 Oct 2020
ShiftAddNet: A Hardware-Inspired Deep Network Haoran You Xiaohan Chen Yongan Zhang Chaojian Li Sicheng Li Zihao Liu Zhangyang Wang Yingyan Lin OOD MQ 163 78 0 24 Oct 2020
AutoPruning for Deep Neural Network with Dynamic Channel Masking Baopu Li Yanwen Fan Zhihong Pan Gang Zhang 88 1 0 22 Oct 2020
PHEW: Constructing Sparse Networks that Learn Fast and Generalize Well without Training Data S. M. Patil C. Dovrolis 75 18 0 22 Oct 2020
Softer Pruning, Incremental Regularization Linhang Cai Zhulin An Chuanguang Yang Yongjun Xu 50 17 0 19 Oct 2020
Adaptive Dense-to-Sparse Paradigm for Pruning Online Recommendation System with Non-Stationary Data Mao Ye Dhruv Choudhary Jiecao Yu Ellie Wen Zeliang Chen Jiyan Yang Jongsoo Park Qiang Liu A. Kejariwal 76 9 0 16 Oct 2020
Layer-adaptive sparsity for the Magnitude-based Pruning Jaeho Lee Sejun Park Sangwoo Mo SungSoo Ahn Jinwoo Shin 93 206 0 15 Oct 2020
Coarse and fine-grained automatic cropping deep convolutional neural network Jingfei Chang 29 0 0 13 Oct 2020
Glance and Focus: a Dynamic Approach to Reducing Spatial Redundancy in Image Classification Yulin Wang Kangchen Lv Rui Huang Shiji Song Le Yang Gao Huang 3DH 57 151 0 11 Oct 2020
Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win Utku Evci Yani Andrew Ioannou Cem Keskin Yann N. Dauphin 78 94 0 07 Oct 2020
On the Sparsity of Neural Machine Translation Models Yong Wang Longyue Wang Victor O.K. Li Zhaopeng Tu MoE 58 11 0 06 Oct 2020