Data-Independent Structured Pruning of Neural Networks via Coresets

Data-Independent Structured Pruning of Neural Networks via Coresets

19 August 2020

Vladimir Braverman

Margarita Osadchy

Papers citing "Data-Independent Structured Pruning of Neural Networks via Coresets"

16 / 16 papers shown

Title
Neural Pruning for 3D Scene Reconstruction: Efficient NeRF Acceleration Tianqi Ding Dawei Xiang Pablo Rivas Liang Dong 303 1 0 01 Apr 2025
Parallel Blockwise Knowledge Distillation for Deep Neural Network Compression Cody Blakeney Xiaomin Li Yan Yan Ziliang Zong 58 40 0 05 Dec 2020
Provable Filter Pruning for Efficient Neural Networks Lucas Liebenwein Cenk Baykal Harry Lang Dan Feldman Daniela Rus VLM 3DPC 61 140 0 18 Nov 2019
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning Shaohui Lin Rongrong Ji Chenqian Yan Baochang Zhang Liujuan Cao QiXiang Ye Feiyue Huang David Doermann CVBM 46 506 0 22 Mar 2019
Coreset-Based Neural Network Compression Abhimanyu Dubey Moitreya Chatterjee Narendra Ahuja 48 79 0 25 Jul 2018
Data-Dependent Coresets for Compressing Neural Networks with Applications to Generalization Bounds Cenk Baykal Lucas Liebenwein Igor Gilitschenski Dan Feldman Daniela Rus 50 79 0 15 Apr 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 69 1,348 0 10 Feb 2018
Learning Efficient Convolutional Networks through Network Slimming Zhuang Liu Jianguo Li Zhiqiang Shen Gao Huang Shoumeng Yan Changshui Zhang 98 2,407 0 22 Aug 2017
ThiNet: A Filter Level Pruning Method for Deep Neural Network Compression Jian-Hao Luo Jianxin Wu Weiyao Lin 40 1,758 0 20 Jul 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 189 2,519 0 19 Jul 2017
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 175 3,687 0 31 Aug 2016
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 203 8,793 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 247 6,628 0 08 Jun 2015
Fast ConvNets Using Group-wise Brain Damage V. Lebedev Victor Lempitsky AAML 119 448 0 08 Jun 2015
Exploiting Linear Structure Within Convolutional Networks for Efficient Evaluation Emily L. Denton Wojciech Zaremba Joan Bruna Yann LeCun Rob Fergus FAtt 130 1,682 0 02 Apr 2014
A Unified Framework for Approximating and Clustering Data Dan Feldman M. Langberg 126 457 0 07 Jun 2011