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MRFI: An Open-Source Multiresolution Fault Injection Framework for Neural Network Processing 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2024, 页码: 11
作者:  Huang, Haitong;  Liu, Cheng;  Xue, Xinghua;  Liu, Bo;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Biological neural networks  Hardware  Reliability  Computational modeling  Neural networks  Fault tolerant systems  Fault tolerance  Fault evaluation  fault injection  fault simulation  multiresolution  neural network reliability  
CUTE: A scalable CPU-centric and Ultra-utilized Tensor Engine for convolutions 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2024, 卷号: 149, 页码: 15
作者:  Li, Wenqing;  Ye, Jinpeng;  Zhang, Fuxin;  Liu, Tianyi;  Zhang, Tingting;  Wang, Jian
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Tensor engine  Convolution  Scalable architecture  CPU-centric  Utilization  
Knowledge Distillation for Travel Time Estimation 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 12
作者:  Zhang, Haichao;  Zhao, Fang;  Wang, Chenxing;  Luo, Haiyong;  Xiong, Haoyu;  Fang, Yuchen
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Computational modeling  Trajectory  Roads  Global Positioning System  Predictive models  Estimation  Context modeling  Spatial-travel time estimation  temporal data mining  knowledge distillation  deep learning  
Fast Convolution Meets Low Precision: Exploring Efficient Quantized Winograd Convolution on Modern CPUs 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2024, 卷号: 21, 期号: 1, 页码: 26
作者:  Wang, Xueying;  Li, Guangli;  Jia, Zhen;  Feng, Xiaobing;  Wang, Yida
收藏  |  浏览/下载：1/0  |  提交时间：2024/05/20
Deep learning  winograd convolution  low-precision computation  
A Lightweight Hybrid Model with Location-Preserving ViT for Efficient Food Recognition 期刊论文
NUTRIENTS, 2024, 卷号: 16, 期号: 2, 页码: 16
作者:  Sheng, Guorui;  Min, Weiqing;  Zhu, Xiangyi;  Xu, Liang;  Sun, Qingshuo;  Yang, Yancun;  Wang, Lili;  Jiang, Shuqiang
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
food recognition  lightweight  global feature  ViT  nutrition management  
Accelerating Convolutional Neural Networks by Exploiting the Sparsity of Output Activation 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 12, 页码: 3253-3265
作者:  Fan, Zhihua;  Li, Wenming;  Wang, Zhen;  Liu, Tianyu;  Wu, Haibin;  Liu, Yanhuan;  Wu, Meng;  Wu, Xinxin;  Ye, Xiaochun;  Fan, Dongrui;  Sun, Ninghui;  An, Xuejun
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Accelerator  output activation  prediction  sparse convolutional neural network  
Sweet Gradient matters: Designing consistent and efficient estimator for Zero-shot Architecture Search 期刊论文
NEURAL NETWORKS, 2023, 卷号: 168, 页码: 237-255
作者:  Yang, Longxing;  Fu, Yanxin;  Lu, Shun;  Sun, Zihao;  Mei, Jilin;  Zhao, Wenxiao;  Hu, Yu
收藏  |  浏览/下载：6/0  |  提交时间：2023/12/04
Zero-shot Neural Architecture Search  Low Consistency  Sweet Gradient  Sweetimator  Sweet-enhanced estimators  
MNSIM 2.0: A Behavior-Level Modeling Tool for Processing-In-Memory Architectures 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 11, 页码: 4112-4125
作者:  Zhu, Zhenhua;  Sun, Hanbo;  Xie, Tongxin;  Zhu, Yu;  Dai, Guohao;  Xia, Lixue;  Niu, Dimin;  Chen, Xiaoming;  Hu, Xiaobo Sharon;  Cao, Yu;  Xie, Yuan;  Yang, Huazhong;  Wang, Yu
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Computational modeling  Computer architecture  Integrated circuit modeling  Scheduling  Hardware  Memristors  Convolutional neural networks  Hardware modeling tool  processing-in-memory (PIM)  software-hardware co-optimization  
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：6/0  |  提交时间：2023/12/04
On-device deep learning  Efficient neural networks  Model approximation and optimization  
AKGF: Automatic Kernel Generation for DNN on CPU-FPGA 期刊论文
COMPUTER JOURNAL, 2023, 页码: 9
作者:  Dong, Dong;  Jiang, Hongxu;  Diao, Boyu
收藏  |  浏览/下载：6/0  |  提交时间：2023/12/04
DNN accelerated compilers  polyhedral model  heterogeneous computing  CPU-FPGA