Learning both Weights and Connections for Efficient Neural Networks

8 June 2015

Song Han

Papers citing "Learning both Weights and Connections for Efficient Neural Networks"

50 / 1,151 papers shown

Title
Compressed Gastric Image Generation Based on Soft-Label Dataset Distillation for Medical Data Sharing Guang Li Ren Togo Takahiro Ogawa Miki Haseyama DD 32 41 0 29 Sep 2022
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning Juan Miguel Valverde Artem Shatillo Jussi Tohka AAML 36 5 0 27 Sep 2022
MiNL: Micro-images based Neural Representation for Light Fields Ziru Xu Henan Wang Zhibo Chen 33 1 0 17 Sep 2022
Neural Networks Reduction via Lumping Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 43 4 0 15 Sep 2022
Optimizing Connectivity through Network Gradients for Restricted Boltzmann Machines A. C. N. D. Oliveira Daniel R. Figueiredo 32 0 0 14 Sep 2022
One-shot Network Pruning at Initialization with Discriminative Image Patches Yinan Yang Yu Wang Yi Ji Heng Qi Jien Kato VLM 39 4 0 13 Sep 2022
Understanding Time Variations of DNN Inference in Autonomous Driving Liangkai Liu Yanzhi Wang Weisong Shi AI4TS AI4CE 31 6 0 12 Sep 2022
Seeking Interpretability and Explainability in Binary Activated Neural Networks Benjamin Leblanc Pascal Germain FAtt 52 1 0 07 Sep 2022
Mimose: An Input-Aware Checkpointing Planner for Efficient Training on GPU Jian-He Liao Mingzhen Li Qingxiao Sun Jiwei Hao F. Yu ... Ye Tao Zicheng Zhang Hailong Yang Zhongzhi Luan D. Qian 33 4 0 06 Sep 2022
What to Prune and What Not to Prune at Initialization Maha Haroon 18 0 0 06 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 45 109 0 31 Aug 2022
ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network Quantization Cong Guo Chen Zhang Jingwen Leng Zihan Liu Fan Yang Yun-Bo Liu Minyi Guo Yuhao Zhu MQ 20 58 0 30 Aug 2022
Complexity-Driven CNN Compression for Resource-constrained Edge AI Muhammad Zawish Steven Davy L. Abraham 46 16 0 26 Aug 2022
RIBAC: Towards Robust and Imperceptible Backdoor Attack against Compact DNN Huy Phan Cong Shi Yi Xie Tian-Di Zhang Zhuohang Li Tianming Zhao Jian-Dong Liu Yan Wang Ying-Cong Chen Bo Yuan AAML 45 6 0 22 Aug 2022
Towards Efficient Capsule Networks Riccardo Renzulli Marco Grangetto OCL 40 4 0 19 Aug 2022
Enhancing Targeted Attack Transferability via Diversified Weight Pruning Hung-Jui Wang Yuehua Wu Shang-Tse Chen AAML 44 2 0 18 Aug 2022
AdaBin: Improving Binary Neural Networks with Adaptive Binary Sets Zhaopeng Tu Xinghao Chen Pengju Ren Yunhe Wang MQ 41 54 0 17 Aug 2022
Combining Gradients and Probabilities for Heterogeneous Approximation of Neural Networks E. Trommer Bernd Waschneck Akash Kumar 23 6 0 15 Aug 2022
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 36 11 0 11 Aug 2022
Safety and Performance, Why not Both? Bi-Objective Optimized Model Compression toward AI Software Deployment Jie Zhu Leye Wang Xiao Han 40 9 0 11 Aug 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 31 20 0 09 Aug 2022
Building an Efficiency Pipeline: Commutativity and Cumulativeness of Efficiency Operators for Transformers Ji Xin Raphael Tang Zhiying Jiang Yaoliang Yu Jimmy J. Lin 26 1 0 31 Jul 2022
enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks Alessio Colucci A. Steininger Mohamed Bennai 32 12 0 31 Jul 2022
A One-Shot Reparameterization Method for Reducing the Loss of Tile Pruning on DNNs Yancheng Li Qingzhong Ai Fumihiko Ino 35 0 0 29 Jul 2022
LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram Classification Khiem H. Le Hieu H. Pham Thao BT. Nguyen Tu Nguyen T. Thanh Cuong D. Do 18 34 0 25 Jul 2022
FairGRAPE: Fairness-aware GRAdient Pruning mEthod for Face Attribute Classification Xiao-Ze Lin Seungbae Kim Jungseock Joo CVBM 44 38 0 22 Jul 2022
Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets Yi Yang Chen Zhang Benyou Wang Dawei Song LRM 37 6 0 20 Jul 2022
DropNet: Reducing Neural Network Complexity via Iterative Pruning Chong Min John Tan Mehul Motani 32 52 0 14 Jul 2022
Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis Long Zhuo Guangcong Wang Shikai Li Wayne Wu Ziwei Liu VGen 58 20 0 11 Jul 2022
CEG4N: Counter-Example Guided Neural Network Quantization Refinement J. Matos I. Bessa Edoardo Manino Xidan Song Lucas C. Cordeiro MQ 50 2 0 09 Jul 2022
Models Out of Line: A Fourier Lens on Distribution Shift Robustness Sara Fridovich-Keil Brian Bartoldson James Diffenderfer B. Kailkhura P. Bremer OOD 56 0 0 08 Jul 2022
Scaling Private Deep Learning with Low-Rank and Sparse Gradients Ryuichi Ito Seng Pei Liew Tsubasa Takahashi Yuya Sasaki Makoto Onizuka 30 1 0 06 Jul 2022
Network Pruning via Feature Shift Minimization Y. Duan Yue Zhou Peng He Qiang Liu Shukai Duan Xiaofang Hu 31 4 0 06 Jul 2022
Probing via Prompting Jiaoda Li Ryan Cotterell Mrinmaya Sachan 42 13 0 04 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 37 46 0 04 Jul 2022
PrUE: Distilling Knowledge from Sparse Teacher Networks Shaopu Wang Xiaojun Chen Mengzhen Kou Jinqiao Shi 30 2 0 03 Jul 2022
Enabling Harmonious Human-Machine Interaction with Visual-Context Augmented Dialogue System: A Review Hao Wang Bin Guo Y. Zeng Yasan Ding Chen Qiu Ying Zhang Li Yao Zhiwen Yu 45 2 0 02 Jul 2022
Studying the impact of magnitude pruning on contrastive learning methods Francesco Corti R. Entezari Sara Hooker D. Bacciu O. Saukh 26 5 0 01 Jul 2022
RevBiFPN: The Fully Reversible Bidirectional Feature Pyramid Network Vitaliy Chiley Vithursan Thangarasa Abhay Gupta Anshul Samar Joel Hestness D. DeCoste 52 8 0 28 Jun 2022
Deep Neural Networks pruning via the Structured Perspective Regularization M. Cacciola A. Frangioni Xinlin Li Andrea Lodi 3DPC 38 5 0 28 Jun 2022
PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance Qingru Zhang Simiao Zuo Chen Liang Alexander Bukharin Pengcheng He Weizhu Chen T. Zhao 35 78 0 25 Jun 2022
Winning the Lottery Ahead of Time: Efficient Early Network Pruning John Rachwan Daniel Zügner Bertrand Charpentier Simon Geisler Morgane Ayle Stephan Günnemann 32 24 0 21 Jun 2022
Fast Lossless Neural Compression with Integer-Only Discrete Flows Siyu Wang Jianfei Chen Chongxuan Li Jun Zhu Bo Zhang MQ 28 7 0 17 Jun 2022
Sparse Double Descent: Where Network Pruning Aggravates Overfitting Zhengqi He Zeke Xie Quanzhi Zhu Zengchang Qin 86 27 0 17 Jun 2022
Zeroth-Order Topological Insights into Iterative Magnitude Pruning Aishwarya H. Balwani J. Krzyston 39 2 0 14 Jun 2022
Energy Consumption Analysis of pruned Semantic Segmentation Networks on an Embedded GPU Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan GNN SSeg 3DPC 45 2 0 13 Jun 2022
Leveraging Structured Pruning of Convolutional Neural Networks Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel David Bertrand T. Hannagan CVBM 26 1 0 13 Jun 2022
PAC-Net: A Model Pruning Approach to Inductive Transfer Learning Sanghoon Myung I. Huh Wonik Jang Jae Myung Choe Jisu Ryu Daesin Kim Kee-Eung Kim C. Jeong 32 13 0 12 Jun 2022
Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm Aidan Good Jia-Huei Lin Hannah Sieg Mikey Ferguson Xin Yu Shandian Zhe J. Wieczorek Thiago Serra 42 11 0 07 Jun 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers Z. Yao Reza Yazdani Aminabadi Minjia Zhang Xiaoxia Wu Conglong Li Yuxiong He VLM MQ 78 452 0 04 Jun 2022