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Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 10, 页码: 5388-5408
作者:  Jin, Guangyin;  Liang, Yuxuan;  Fang, Yuchen;  Shao, Zezhi;  Huang, Jincai;  Zhang, Junbo;  Zheng, Yu
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Surveys  Task analysis  Time series analysis  Transportation  Topology  Graph neural networks  Deep learning  predictive learning  spatio-temporal data mining  time series  urban computing  
ADS-CNN: Adaptive Dataflow Scheduling for lightweight CNN accelerator on FPGAs 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2024, 卷号: 158, 页码: 138-149
作者:  Wan, Yi;  Xie, Xianzhong;  Chen, Junfan;  Xie, Kunpeng;  Yi, Dezhi;  Lu, Ye;  Gai, Keke
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Lightweight convolutional neural networks  FPGA  Accelerator  Adaptive dataflow  Unified computing engine  Tiling strategy  
GJFusion: A Channel-Level Correlation Construction Method for Multimodal Physiological Signal Fusion 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2024, 卷号: 20, 期号: 2, 页码: 23
作者:  Huang, Wuliang;  Chen, Yiqiang;  Jiang, Xinlong;  Zhang, Teng;  Chen, Qian
收藏  |  浏览/下载:11/0  |  提交时间:2024/05/20
Multimodal  physiological signal  graph neural network  emotion state recognition  ubiquitous computing  
Dadu-SV: Accelerate Stereo Vision Processing on NPU 期刊论文
IEEE EMBEDDED SYSTEMS LETTERS, 2022, 卷号: 14, 期号: 4, 页码: 191-194
作者:  Min, Feng;  Wang, Ying;  Xu, Haobo;  Huang, Junpei;  Wang, Yujie;  Zou, Xingqi;  Lu, Meixuan;  Han, Yinhe
收藏  |  浏览/下载:21/0  |  提交时间:2023/07/12
Hardware acceleration  neural computing  neural processing unit (NPU)  semiglobal matching (SGM)  stereo vision  
HyCA: A Hybrid Computing Architecture for Fault-Tolerant Deep Learning 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 10, 页码: 3400-3413
作者:  Liu, Cheng;  Chu, Cheng;  Xu, Dawen;  Wang, Ying;  Wang, Qianlong;  Li, Huawei;  Li, Xiaowei;  Cheng, Kwang-Ting
收藏  |  浏览/下载:37/0  |  提交时间:2022/12/07
Circuit faults  Computational modeling  Deep learning  Hardware  Redundancy  Neural networks  Computer architecture  Deep learning accelerator (DLA)  fault detection  fault tolerance  hybrid computing architecture (HyCA)  
Fast and High-Accuracy Approximate MAC Unit Design for CNN Computing 期刊论文
IEEE EMBEDDED SYSTEMS LETTERS, 2022, 卷号: 14, 期号: 3, 页码: 155-158
作者:  Xiao, Hang;  Xu, Haobo;  Chen, Xiaoming;  Wang, Yujie;  Han, Yinhe
收藏  |  浏览/下载:43/0  |  提交时间:2022/12/07
Approximate computing  convolution neural network  multiply and accumulate (MAC)  
A Fast Precision Tuning Solution for Always-On DNN Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 5, 页码: 1236-1248
作者:  Wang, Ying;  He, Yintao;  Cheng, Long;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载:35/0  |  提交时间:2022/12/07
Computer architecture  Neural networks  Computational modeling  Approximate computing  Tuning  Switches  Microprocessors  Always-on  CNN  computing-in-memory (CiM)  resistive RAM  
A Low-Cost FPGA Implementation of Spiking Extreme Learning Machine With On-Chip Reward-Modulated STDP Learning 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2022, 卷号: 69, 期号: 3, 页码: 1657-1661
作者:  He, Zhen;  Shi, Cong;  Wang, Tengxiao;  Wang, Ying;  Tian, Min;  Zhou, Xichuan;  Li, Ping;  Liu, Liyuan;  Wu, Nanjian;  Luo, Gang
收藏  |  浏览/下载:33/0  |  提交时间:2022/12/07
Neurons  Hardware  System-on-chip  Costs  Training  Field programmable gate arrays  Computational modeling  Neuromorphic computing  spiking neural network  extreme learning machine  spike-timing-dependent plasticity  reward-modulated  on-chip learning  
PEFS: AI-Driven Prediction Based Energy-Aware Fault-Tolerant Scheduling Scheme for Cloud Data Center 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2021, 卷号: 6, 期号: 4, 页码: 655-666
作者:  Marahatta, Avinab;  Xin, Qin;  Chi, Ce;  Zhang, Fa;  Liu, Zhiyong
收藏  |  浏览/下载:30/0  |  提交时间:2022/06/21
Energy efficiency  Deep learning  Fault tolerant systems  Energy consumption  Scheduling  Cloud computing  Predictive models  Neural networks  Cloud computing  cloud data center  scheduling  fault-tolerance  energy-efficiency  task failure  prediction  deep neural network  
Exploring Adversarial Attack in Spiking Neural Networks With Spike-Compatible Gradient 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
作者:  Liang, Ling;  Hu, Xing;  Deng, Lei;  Wu, Yujie;  Li, Guoqi;  Ding, Yufei;  Li, Peng;  Xie, Yuan
收藏  |  浏览/下载:36/0  |  提交时间:2022/06/21
Spatiotemporal phenomena  Computational modeling  Perturbation methods  Biological neural networks  Backpropagation  Unsupervised learning  Training  Adversarial attack  backpropagation through time (BPTT)  neuromorphic computing  spike-compatible gradient  spiking neural networks (SNNs)