SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional
Neural Networks Training

SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training

21 July 2020

Yiran Chen

Papers citing "SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training"

15 / 15 papers shown

Title
TinyFormer: Efficient Transformer Design and Deployment on Tiny Devices Jianlei Yang Jiacheng Liao Fanding Lei Meichen Liu Junyi Chen Lingkun Long Han Wan Bei Yu Weisheng Zhao MoE 46 2 0 03 Nov 2023
SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems Beidi Chen Tharun Medini James Farwell Sameh Gobriel Charlie Tai Anshumali Shrivastava 54 103 0 07 Mar 2019
ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers Ao Ren Tianyun Zhang Shaokai Ye Jiayu Li Wenyao Xu Xuehai Qian Xinyu Lin Yanzhi Wang MQ 75 161 0 31 Dec 2018
Simultaneously Optimizing Weight and Quantizer of Ternary Neural Network using Truncated Gaussian Approximation Zhezhi He Deliang Fan MQ 20 67 0 02 Oct 2018
Learning Intrinsic Sparse Structures within Long Short-Term Memory W. Wen Yuxiong He Samyam Rajbhandari Minjia Zhang Wenhan Wang Fang Liu Bin Hu Yiran Chen H. Li MQ 42 140 0 15 Sep 2017
SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks A. Parashar Minsoo Rhu Anurag Mukkara A. Puglielli Rangharajan Venkatesan Brucek Khailany J. Emer S. Keckler W. Dally 46 1,122 0 23 May 2017
TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning W. Wen Cong Xu Feng Yan Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 120 985 0 22 May 2017
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 131 4,619 0 16 Apr 2017
Coordinating Filters for Faster Deep Neural Networks W. Wen Cong Xu Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 25 138 0 28 Mar 2017
Fully-Convolutional Siamese Networks for Object Tracking Luca Bertinetto Jack Valmadre João F. Henriques Andrea Vedaldi Philip Torr VOT 57 3,863 0 30 Jun 2016
EIE: Efficient Inference Engine on Compressed Deep Neural Network Song Han Xingyu Liu Huizi Mao Jing Pu A. Pedram M. Horowitz W. Dally 87 2,453 0 04 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 866 192,638 0 10 Dec 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 146 8,793 0 01 Oct 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 321 61,900 0 04 Jun 2015
DeepID3: Face Recognition with Very Deep Neural Networks Yi Sun Ding Liang Xiaogang Wang Xiaoou Tang CVBM 61 940 0 03 Feb 2015