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Improving post-training structured pruning via two-stage reconstruction 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2026, 卷号: 296, 页码: 10
作者:  Li, Chenhao;  Li, Lin;  Zhang, Zhibin;  Qiu, Qiang;  Guo, Jiafeng;  Cheng, Xueqi
收藏  |  浏览/下载：2/0  |  提交时间：2025/12/03
Post-training pruning  Layer reconstruction  Channel pruning  Calibration data  
DCHF_T: A multi-dimensional adaptive compression approach for transformer-based models 期刊论文
NEUROCOMPUTING, 2025, 卷号: 656, 页码: 12
作者:  Yan, Yaoyao;  Wang, Da;  Ye, Jing;  Yu, Hui;  Lu, Dianjie;  Zhang, Yuang;  Xu, Weizhi;  Liu, Fang'ai
收藏  |  浏览/下载：1/0  |  提交时间：2025/12/03
Transformer  Dynamic token compression  Pruning  Multi-dimensional adaptive compression  
A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models 期刊论文
IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING, 2025, 卷号: 11, 期号: 4, 页码: 2123-2134
作者:  Lu, Yao;  Zhu, Yutao;  Li, Yuqi;  Xu, Dongwei;  Lin, Yun;  Xuan, Qi;  Yang, Xiaoniu
收藏  |  浏览/下载：0/0  |  提交时间：2025/12/03
Computational modeling  Deep learning  Modulation  Training  Pattern classification  Computational complexity  Vectors  Semantics  Perturbation methods  Indexes  Automatic modulation recognition  layer pruning  deep learning  edge devices  
Efficient Distillation Using Channel Pruning for Point Cloud-Based 3D Object Detection 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2025, 页码: 15
作者:  Li, Fuyang;  Min, Chen;  Wang, Juan;  Xiao, Liang;  Zhao, Dawei;  Nie, Yiming;  Dai, Bin
收藏  |  浏览/下载：1/0  |  提交时间：2025/12/03
Knowledge distillation  3D object detection  point cloud  point cloud  network pruning  network pruning  autonomous driving  autonomous driving  autonomous driving  
Attar: RRAM-based in-memory attention accelerator with software-hardware co-optimization 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2025, 卷号: 68, 期号: 3, 页码: 17
作者:  Li, Bing;  Qi, Ying;  Wang, Ying;  Han, Yinhe
收藏  |  浏览/下载：11/0  |  提交时间：2025/06/25
RRAM  computing-in-memory  attention  pruning  quantization  
PDD: Pruning Neural Networks During Knowledge Distillation 期刊论文
COGNITIVE COMPUTATION, 2024, 页码: 11
作者:  Dan, Xi;  Yang, Wenjie;  Zhang, Fuyan;  Zhou, Yihang;  Yu, Zhuojun;  Qiu, Zhen;  Zhao, Boyuan;  Dong, Zeyu;  Huang, Libo;  Yang, Chuanguang
收藏  |  浏览/下载：35/0  |  提交时间：2024/12/06
Knowledge distillation  Model pruning  Model compression  
An adaptive joint optimization framework for pruning and quantization 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 17
作者:  Li, Xiaohai;  Yang, Xiaodong;  Zhang, Yingwei;  Yang, Jianrong;  Chen, Yiqiang
收藏  |  浏览/下载：35/0  |  提交时间：2024/12/06
Model compression  Network pruning  Quantization  Mutual learning  Multi-teacher knowledge distillation  
Fpar: filter pruning via attention and rank enhancement for deep convolutional neural networks acceleration 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 13
作者:  Chen, Yanming;  Wu, Gang;  Shuai, Mingrui;  Lou, Shubin;  Zhang, Yiwen;  An, Zhulin
收藏  |  浏览/下载：44/0  |  提交时间：2024/05/20
Neural network  Model compression  Filter pruning  Attention  Rank enhancement  CNNs  
A Coordinated Model Pruning and Mapping Framework for RRAM-Based DNN Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 7, 页码: 2364-2376
作者:  Qu, Songyun;  Li, Bing;  Zhao, Shixin;  Zhang, Lei;  Wang, Ying
收藏  |  浏览/下载：42/0  |  提交时间：2023/12/04
AutoML  bit-pruning  deep neural networks (DNNs)  resistive random access memory (RRAM)  
BitXpro: Regularity-Aware Hardware Runtime Pruning for Deep Neural Networks 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2023, 卷号: 31, 期号: 1, 页码: 90-103
作者:  Li, Hongyan;  Lu, Hang;  Wang, Haoxuan;  Deng, Shengji;  Li, Xiaowei
收藏  |  浏览/下载：47/0  |  提交时间：2023/07/12
Deep learning accelerator  deep neural network (DNN)  hardware runtime pruning