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OptiFX: Automatic Optimization for Convolutional Neural Networks with Aggressive Operator Fusion on GPUs 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 2, 页码: 27
作者:  Wang, Xueying;  Li, Shigang;  Qian, Hao;  Luo, Fan;  Hao, Zhaoyang;  Wu, Tong;  Xu, Ruiyuan;  Cui, Huimin;  Feng, Xiaobing;  Li, Guangli
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Deep learning systems  convolutional neural networks  operator fusion  
ApproxDup: Developing an Approximate Instruction Duplication Mechanism for Efficient SDC Detection in GPGPUs 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 4, 页码: 1051-1064
作者:  Wei, Xiaohui;  Jiang, Nan;  Yue, Hengshan;  Wang, Xiaonan;  Zhao, Jianpeng;  Li, Guangli;  Qiu, Meikang
收藏  |  浏览/下载：45/0  |  提交时间：2024/05/20
Instruction sets  Reliability  Resilience  Circuit faults  Registers  Kernel  Graphics processing units  Approximate computing  GPGPUs  instruction duplication  silent data corruptions (SDCs)  soft error  
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：61/0  |  提交时间：2024/05/20
Deep learning  winograd convolution  low-precision computation  
面向新型应用范式与新型体系结构的编译技术 期刊论文
航空学报, 2024, 卷号: 45, 期号: 20
作者:  李广力;  杜臻;  赵家程;  刘颖;  俞峰;  李奕瑾;  张忠诚;  崔慧敏
收藏  |  浏览/下载：10/0  |  提交时间：2025/12/04
emerging application paradigm  advanced computer architecture  system software  programming model  compiler technology  新型应用范式  新型体系结构  系统软件  编程框架  编译技术  
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：45/0  |  提交时间：2023/12/04
On-device deep learning  Efficient neural networks  Model approximation and optimization  
An Application-oblivious Memory Scheduling System for DNN Accelerators 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2022, 卷号: 19, 期号: 4, 页码: 26
作者:  Li, Jiansong;  Wang, Xueying;  Chen, Xiaobing;  Li, Guangli;  Dong, Xiao;  Zhao, Peng;  Yu, Xianzhi;  Yang, Yongxin;  Cao, Wei;  Liu, Lei;  Feng, Xiaobing
收藏  |  浏览/下载：75/0  |  提交时间：2023/07/12
Deep learning  memory scheduling  runtime system  DNN accelerators  
Accelerating deep neural network filter pruning with mask-aware convolutional computations on modern CPUs 期刊论文
NEUROCOMPUTING, 2022, 卷号: 505, 页码: 375-387
作者:  Ma, Xiu;  Li, Guangli;  Liu, Lei;  Liu, Huaxiao;  Wang, Xueying
收藏  |  浏览/下载：50/0  |  提交时间：2023/07/12
Deep learning systems  Neural network compression  Filter pruning  
Optimizing deep neural networks on intelligent edge accelerators via flexible-rate filter pruning 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2022, 卷号: 124, 页码: 11
作者:  Li, Guangli;  Ma, Xiu;  Wang, Xueying;  Yue, Hengshan;  Li, Jiansong;  Liu, Lei;  Feng, Xiaobing;  Xue, Jingling
收藏  |  浏览/下载：64/0  |  提交时间：2022/12/07
Edge intelligence  Deep learning  Neural network compression  
Compiler-assisted Operator Template Library for DNN Accelerators 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2021, 页码: 18
作者:  Li, Jiansong;  Cao, Wei;  Dong, Xiao;  Li, Guangli;  Wang, Xueying;  Zhao, Peng;  Liu, Lei;  Feng, Xiaobing
收藏  |  浏览/下载：98/0  |  提交时间：2021/12/01
DNN Accelerators  Template Library  Address Space Management  
Fusion-Catalyzed Pruning for Optimizing Deep Learning on Intelligent Edge Devices 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 11, 页码: 3614-3626
作者:  Li, Guangli;  Ma, Xiu;  Wang, Xueying;  Liu, Lei;  Xue, Jingling;  Feng, Xiaobing
收藏  |  浏览/下载：114/0  |  提交时间：2021/12/01
Deep learning system  edge intelligence  model compression and acceleration  neural networks