PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices

6 September 2019

Papers citing "PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices"

22 / 22 papers shown

Title
A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models Yao Lu Yutao Zhu Yuqi Li Dongwei Xu Yun Lin Qi Xuan Xiaoniu Yang 28 5 0 12 Jun 2024
TDC: Towards Extremely Efficient CNNs on GPUs via Hardware-Aware Tucker Decomposition Lizhi Xiang Miao Yin Chengming Zhang Aravind Sukumaran-Rajam P. Sadayappan Bo Yuan Dingwen Tao 3DV 18 8 0 07 Nov 2022
Efficient Multi-Prize Lottery Tickets: Enhanced Accuracy, Training, and Inference Speed Hao-Ran Cheng Pu Zhao Yize Li Xue Lin James Diffenderfer R. Goldhahn B. Kailkhura MQ 25 0 0 26 Sep 2022
EVE: Environmental Adaptive Neural Network Models for Low-power Energy Harvesting System Sahidul Islam Shangli Zhou Ran Ran Yufang Jin Wu-Shao Wen Caiwen Ding Mimi Xie 26 9 0 14 Jul 2022
Structured Pruning is All You Need for Pruning CNNs at Initialization Yaohui Cai Weizhe Hua Hongzheng Chen G. E. Suh Christopher De Sa Zhiru Zhang CVBM 39 14 0 04 Mar 2022
GROW: A Row-Stationary Sparse-Dense GEMM Accelerator for Memory-Efficient Graph Convolutional Neural Networks Ranggi Hwang M. Kang Jiwon Lee D. Kam Youngjoo Lee Minsoo Rhu GNN 11 20 0 01 Mar 2022
A Secure and Efficient Federated Learning Framework for NLP Jieren Deng Chenghong Wang Xianrui Meng Yijue Wang Ji Li Sheng Lin Shuo Han Fei Miao Sanguthevar Rajasekaran Caiwen Ding FedML 69 22 0 28 Jan 2022
Recursive Least Squares for Training and Pruning Convolutional Neural Networks Tianzong Yu Chunyuan Zhang Yuan Wang Meng-tao Ma Qingwei Song 22 1 0 13 Jan 2022
Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting Minghai Qin Tianyun Zhang Fei Sun Yen-kuang Chen M. Fardad Yanzhi Wang Yuan Xie 29 0 0 21 Dec 2021
Deep Odometry Systems on Edge with EKF-LoRa Backend for Real-Time Positioning in Adverse Environment Zhuangzhuang Dai Muhamad Risqi U. Saputra Chris Xiaoxuan Lu Andrew Markham A. Trigoni 26 1 0 10 Dec 2021
Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration Yifan Gong Geng Yuan Zheng Zhan Wei Niu Zhengang Li ... Sijia Liu Bin Ren Xue Lin Xulong Tang Yanzhi Wang 20 10 0 22 Nov 2021
NxMTransformer: Semi-Structured Sparsification for Natural Language Understanding via ADMM Connor Holmes Minjia Zhang Yuxiong He Bo Wu 29 18 0 28 Oct 2021
MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge Geng Yuan Xiaolong Ma Wei Niu Zhengang Li Zhenglun Kong ... Minghai Qin Bin Ren Yanzhi Wang Sijia Liu Xue Lin 15 89 0 26 Oct 2021
SMOF: Squeezing More Out of Filters Yields Hardware-Friendly CNN Pruning Yanli Liu Bochen Guan Qinwen Xu Weiyi Li Shuxue Quan 25 2 0 21 Oct 2021
RFC-HyPGCN: A Runtime Sparse Feature Compress Accelerator for Skeleton-Based GCNs Action Recognition Model with Hybrid Pruning Dong Wen Jingfei Jiang Jinwei Xu Kang Wang Tao Xiao Yang Zhao Y. Dou GNN 13 7 0 02 Aug 2021
APNN-TC: Accelerating Arbitrary Precision Neural Networks on Ampere GPU Tensor Cores Boyuan Feng Yuke Wang Tong Geng Ang Li Yufei Ding MQ 11 37 0 23 Jun 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 50 34 0 25 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 31 54 0 05 Mar 2021
Dancing along Battery: Enabling Transformer with Run-time Reconfigurability on Mobile Devices Yuhong Song Weiwen Jiang Bingbing Li Panjie Qi Qingfeng Zhuge E. Sha Sakyasingha Dasgupta Yiyu Shi Caiwen Ding 15 18 0 12 Feb 2021
Computation on Sparse Neural Networks: an Inspiration for Future Hardware Fei Sun Minghai Qin Tianyun Zhang Liu Liu Yen-kuang Chen Yuan Xie 29 7 0 24 Apr 2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin ... Xiang Chen Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang 30 27 0 20 Jan 2020
Neural Network Training with Approximate Logarithmic Computations Arnab Sanyal P. Beerel K. Chugg 21 11 0 22 Oct 2019