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LighTN: Light-Weight Transformer Network for Performance-Overhead Tradeoff in Point Cloud Downsampling 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2025, 卷号: 27, 页码: 832-847
作者:  Wang, Xu;  Jin, Yi;  Cen, Yigang;  Wang, Tao;  Tang, Bowen;  Li, Yidong
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Task analysis  Point cloud compression  Transformers  Feature extraction  Voltage transformers  Three-dimensional displays  Deep learning  Point cloud  deep learning  downsampling  transformer  energy-efficient  
Reinforcement Learning Based Online Request Scheduling Framework for Workload-Adaptive Edge Deep Learning Inference 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 12, 页码: 13222-13239
作者:  Tan, Xinrui;  Li, Hongjia;  Xie, Xiaofei;  Guo, Lu;  Ansari, Nirwan;  Huang, Xueqing;  Wang, Liming;  Xu, Zhen;  Liu, Yang
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Deep learning  Computational modeling  Adaptation models  Task analysis  Processor scheduling  Schedules  Reinforcement learning  Deep learning inference serving systems  edge computing  efficient deep learning inference  reinforcement learning  
Efficient pyramid channel attention network for pathological myopia recognition with pretraining-and-finetuning 期刊论文
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2024, 卷号: 154, 页码: 12
作者:  Zhang, Xiaoqing;  Zhao, Jilu;  Li, Yan;  Wu, Hao;  Zhou, Xiangtian;  Liu, Jiang
收藏  |  浏览/下载：12/0  |  提交时间：2024/12/06
Pathological myopia recognition  Efficient pyramid channel attention  Adapter  Pretraining-and-finetuning  
An Automatic Neural Network Architecture-and-Quantization Joint Optimization Framework for Efficient Model Inference 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 5, 页码: 1497-1510
作者:  Liu, Lian;  Wang, Ying;  Zhao, Xiandong;  Chen, Weiwei;  Li, Huawei;  Li, Xiaowei;  Han, Yinhe
收藏  |  浏览/下载：52/0  |  提交时间：2024/12/06
Optimization  Quantization (signal)  Computer architecture  Training  Computational modeling  Integrated circuit modeling  Convergence  Automatic joint optimization  efficient model inference  network quantization  neural architecture search (NAS)  
CoAxNN: Optimizing on-device deep learning with conditional approximate neural networks 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2023, 卷号: 143, 页码: 14
作者:  Li, Guangli;  Ma, Xiu;  Yu, Qiuchu;  Liu, Lei;  Liu, Huaxiao;  Wang, Xueying
收藏  |  浏览/下载：31/0  |  提交时间：2023/12/04
On-device deep learning  Efficient neural networks  Model approximation and optimization  
DHSA: efficient doubly homomorphic secure aggregation for cross-silo federated learning 期刊论文
JOURNAL OF SUPERCOMPUTING, 2022, 页码: 31
作者:  Liu, Zizhen;  Chen, Si;  Ye, Jing;  Fan, Junfeng;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：43/0  |  提交时间：2022/12/07
Federated learning  Security  Efficient  Homomorphic  
Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey 期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2022, 卷号: 9, 期号: 2, 页码: 205-234
作者:  Liu, Xin;  Yan, Mingyu;  Deng, Lei;  Li, Guoqi;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：59/0  |  提交时间：2022/06/21
Efficient training  graph convolutional networks (GCNs)  graph neural networks (GNNs)  sampling method  
Joint caching and computing resource allocation for task offloading in vehicular networks 期刊论文
IET COMMUNICATIONS, 2020, 卷号: 14, 期号: 21, 页码: 3820-3827
作者:  Wang, Zhi;  Hou, Ronghui
收藏  |  浏览/下载：78/0  |  提交时间：2021/12/01
cellular radio  cloud computing  optimisation  resource allocation  cache storage  linear programming  mobile computing  nonlinear programming  integer programming  joint caching  computing resource  future vehicular networks  computation intensive  efficient content caching strategy  computation resource allocation strategy  mobile edge computing servers  MEC  caching content  maximising caching performance  caching capacity  balanced caching strategy  efficient caching strategy  
A Quantitative Exploration of Collaborative Pruning and Approximation Computing Towards Energy Efficient Neural Networks 期刊论文
IEEE DESIGN & TEST, 2020, 卷号: 37, 期号: 1, 页码: 36-45
作者:  He, Xin;  Yan, Guihai;  Lu, Wenyan;  Zhang, Xuan;  Liu, Ke
收藏  |  浏览/下载：64/0  |  提交时间：2020/12/10
Resilience  Energy consumption  Approximate computing  Collaboration  Computational modeling  Artificial neural networks  Optimization  Neural network  Energy efficient computing  Network pruning  Approximate computing  
Joint Design of Training and Hardware Towards Efficient and Accuracy-Scalable Neural Network Inference 期刊论文
IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS, 2018, 卷号: 8, 期号: 4, 页码: 810-821
作者:  He, Xin;  Lu, Wenyan;  Yan, Guihai;  Zhang, Xuan
收藏  |  浏览/下载：260/0  |  提交时间：2019/04/03
Approximate computing  neural network accelerator  hardware-oriented training  sensitivity analysis  energy efficient architecture  near threshold voltage  approximate multiplier