A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers

10 April 2018

Papers citing "A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers"

50 / 60 papers shown

Title
Energy-Efficient Transformer Inference: Optimization Strategies for Time Series Classification Arshia Kermani Ehsan Zeraatkar Habib Irani 41 2 0 23 Feb 2025
Uncertainty-Guided Appearance-Motion Association Network for Out-of-Distribution Action Detection Xiang Fang Arvind Easwaran B. Genest 36 4 0 16 Sep 2024
AdapMTL: Adaptive Pruning Framework for Multitask Learning Model Mingcan Xiang Steven Jiaxun Tang Qizheng Yang Hui Guan Tongping Liu VLM 39 0 0 07 Aug 2024
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 39 5 0 12 Jun 2024
Combining Relevance and Magnitude for Resource-Aware DNN Pruning C. Chiasserini F. Malandrino Nuria Molner Zhiqiang Zhao 32 0 0 21 May 2024
SCoTTi: Save Computation at Training Time with an adaptive framework Ziyu Li Enzo Tartaglione Van-Tam Nguyen 31 0 0 19 Dec 2023
Graft: Efficient Inference Serving for Hybrid Deep Learning with SLO Guarantees via DNN Re-alignment Jing Wu Lin Wang Qirui Jin Fangming Liu 31 11 0 17 Dec 2023
FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Qianyu Long Christos Anagnostopoulos S. P. Parambath Daning Bi AI4CE FedML 23 2 0 13 Sep 2023
Training Acceleration of Low-Rank Decomposed Networks using Sequential Freezing and Rank Quantization Habib Hajimolahoseini Walid Ahmed Yang Liu OffRL MQ 19 6 0 07 Sep 2023
Learning Kernel-Modulated Neural Representation for Efficient Light Field Compression Jinglei Shi Yihong Xu C. Guillemot 19 6 0 12 Jul 2023
Learning-based Spatial and Angular Information Separation for Light Field Compression Jinglei Shi Yihong Xu C. Guillemot 21 0 0 13 Apr 2023
Surrogate Lagrangian Relaxation: A Path To Retrain-free Deep Neural Network Pruning Shangli Zhou Mikhail A. Bragin Lynn Pepin Deniz Gurevin Fei Miao Caiwen Ding 16 3 0 08 Apr 2023
$Physics-aware Roughness Optimization for Diffractive Optical Neural Networks$ Physics-aware Roughness Optimization for Diffractive Optical Neural Networks Shangli Zhou Yingjie Li Minhan Lou Weilu Gao Zhijie Shi Cunxi Yu Caiwen Ding 27 2 0 04 Apr 2023
On Model Compression for Neural Networks: Framework, Algorithm, and Convergence Guarantee Chenyang Li Jihoon Chung Mengnan Du Haimin Wang Xianlian Zhou Bohao Shen 33 1 0 13 Mar 2023
Less is More: The Influence of Pruning on the Explainability of CNNs David Weber F. Merkle Pascal Schöttle Stephan Schlögl Martin Nocker FAtt 34 1 0 17 Feb 2023
Dynamic Sparse Training via Balancing the Exploration-Exploitation Trade-off Shaoyi Huang Bowen Lei Dongkuan Xu Hongwu Peng Yue Sun Mimi Xie Caiwen Ding 21 19 0 30 Nov 2022
Towards Real-Time Temporal Graph Learning Deniz Gurevin Mohsin Shan Tong Geng Weiwen Jiang Caiwen Ding O. Khan AI4TS AI4CE 37 0 0 08 Oct 2022
PIM-QAT: Neural Network Quantization for Processing-In-Memory (PIM) Systems Qing Jin Zhiyu Chen J. Ren Yanyu Li Yanzhi Wang Kai-Min Yang MQ 13 2 0 18 Sep 2022
Towards Sparsification of Graph Neural Networks Hongwu Peng Deniz Gurevin Shaoyi Huang Tong Geng Weiwen Jiang O. Khan Caiwen Ding GNN 30 24 0 11 Sep 2022
Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis Long Zhuo Guangcong Wang Shikai Li Wayne Wu Ziwei Liu VGen 53 20 0 11 Jul 2022
Quantum Neural Network Compression Zhirui Hu Peiyan Dong Zhepeng Wang Youzuo Lin Yanzhi Wang Weiwen Jiang GNN 25 28 0 04 Jul 2022
Pruning has a disparate impact on model accuracy Cuong Tran Ferdinando Fioretto Jung-Eun Kim Rakshit Naidu 39 38 0 26 May 2022
PointDistiller: Structured Knowledge Distillation Towards Efficient and Compact 3D Detection Linfeng Zhang Runpei Dong Hung-Shuo Tai Kaisheng Ma 3DPC 72 47 0 23 May 2022
E^2TAD: An Energy-Efficient Tracking-based Action Detector Xin Hu Zhenyu Wu Haoyuan Miao Siqi Fan Taiyu Long ... Pengcheng Pi Yi Wu Zhou Ren Zhangyang Wang G. Hua 24 2 0 09 Apr 2022
Shfl-BW: Accelerating Deep Neural Network Inference with Tensor-Core Aware Weight Pruning Guyue Huang Haoran Li Minghai Qin Fei Sun Yufei Din Yuan Xie 25 18 0 09 Mar 2022
Enabling On-Device Smartphone GPU based Training: Lessons Learned Anish Das Young D. Kwon Jagmohan Chauhan Cecilia Mascolo 3DH 30 10 0 21 Feb 2022
ICSML: Industrial Control Systems ML Framework for native inference using IEC 61131-3 code Constantine Doumanidis Prashant Hari Narayan Rajput Michail Maniatakos 14 2 0 21 Feb 2022
Deadwooding: Robust Global Pruning for Deep Neural Networks Sawinder Kaur Ferdinando Fioretto Asif Salekin 19 4 0 10 Feb 2022
Mixture-of-Rookies: Saving DNN Computations by Predicting ReLU Outputs D. Pinto J. Arnau Antonio González 31 1 0 10 Feb 2022
Robust Binary Models by Pruning Randomly-initialized Networks Chen Liu Ziqi Zhao Sabine Süsstrunk Mathieu Salzmann TPM AAML MQ 26 4 0 03 Feb 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 49 0 0 21 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
RGP: Neural Network Pruning through Its Regular Graph Structure Zhuangzhi Chen Jingyang Xiang Yao Lu Qi Xuan Xiaoniu Yang 25 1 0 28 Oct 2021
Generalized Depthwise-Separable Convolutions for Adversarially Robust and Efficient Neural Networks Hassan Dbouk Naresh R Shanbhag AAML 21 7 0 28 Oct 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks Yang Sui Miao Yin Yi Xie Huy Phan S. Zonouz Bo Yuan VLM 33 128 0 26 Oct 2021
Weight Evolution: Improving Deep Neural Networks Training through Evolving Inferior Weight Values Zhenquan Lin K. Guo Xiaofen Xing Xiangmin Xu ODL 24 1 0 09 Oct 2021
FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator Geng Yuan Payman Behnam Zhengang Li Ali Shafiee Sheng Lin ... Hang Liu Xuehai Qian M. N. Bojnordi Yanzhi Wang Caiwen Ding 19 68 0 16 Jun 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 18 4 0 28 Apr 2021
Content-Aware GAN Compression Yuchen Liu Zhixin Shu Yijun Li Zhe-nan Lin Federico Perazzi S. Kung GAN 35 58 0 06 Apr 2021
AttentionLite: Towards Efficient Self-Attention Models for Vision Souvik Kundu Sairam Sundaresan 16 22 0 21 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020
Transform Quantization for CNN (Convolutional Neural Network) Compression Sean I. Young Wang Zhe David S. Taubman B. Girod MQ 29 69 0 02 Sep 2020
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs H. Habi Roy H. Jennings Arnon Netzer MQ 21 65 0 20 Jul 2020
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
Learning Low-rank Deep Neural Networks via Singular Vector Orthogonality Regularization and Singular Value Sparsification Huanrui Yang Minxue Tang W. Wen Feng Yan Daniel Hu Ang Li H. Li Yiran Chen 31 63 0 20 Apr 2020
Filter Sketch for Network Pruning Mingbao Lin Liujuan Cao Shaojie Li QiXiang Ye Yonghong Tian Jianzhuang Liu Q. Tian Rongrong Ji CLIP 3DPC 25 82 0 23 Jan 2020
BLK-REW: A Unified Block-based DNN Pruning Framework using Reweighted Regularization Method Xiaolong Ma ZeLin Li Yifan Gong Tianyun Zhang Wei Niu ... Pu Zhao Jian Tang X. Lin Bin Ren Yanzhi Wang 12 14 0 23 Jan 2020
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning Wei Niu Xiaolong Ma Sheng Lin Shihao Wang Xuehai Qian X. Lin Yanzhi Wang Bin Ren MQ 11 226 0 01 Jan 2020
Adaptive Loss-aware Quantization for Multi-bit Networks Zhongnan Qu Zimu Zhou Yun Cheng Lothar Thiele MQ 30 53 0 18 Dec 2019
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices Xiaolong Ma Fu-Ming Guo Wei Niu Xue Lin Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang CVBM 22 173 0 06 Sep 2019