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Making computers human-like is one of the ultimate goals of electrical and computer engineers. So far, the AI development has been fueled by the advancement of hardware such as GPUs. The performance boost, on one hand due to specialized architecture, on the other hand is driven by the transistor scaling that is difficult to sustain its pace for sub-5nm nodes. Meanwhile, the increase in big data workloads, in part due to the IoTs, are driving computing increasingly data-centric, posing another challenge to von Neumann machines, since frequent data shuttling between the physically separated processing and memory units limits the energy efficiency and data bandwidth. The focus of Dr. Wang’s research is to address this challenge by computing with the emerging electronic memory (e.g. RRAM or memristors), where both information processing and storage are performed on the same device. This “compute-by-physics” not only accelerates machine learning, now being actively pursued by both academia and industry giants but also emulates the rich dynamics of neuromorphic computing.
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论文共 209 篇作者统计合作学者相似作者
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Yuyang Yin,Shaocong Wang, Ruihong Weng, Na Xiao, Jianni Deng, Qian Wang,Zhongrui Wang,Paddy Kwok Leung Chan
Small Scienceno. 1 (2025): n/a-n/a
COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS (2025)
Neuromorph Comput Engno. 3 (2024)
2024 IEEE 42nd International Conference on Computer Design (ICCD)pp.154-161, (2024)
2024 36TH INTERNATIONAL SYMPOSIUM ON POWER SEMICONDUCTOR DEVICES AND IC S, ISPSD 2024pp.378-381, (2024)
npj Unconventional Computingno. 1 (2024): 1-9
Hao Wang,Erjia Xiao, Songhuan He, Zhongyi Ni, Lingfeng Zhang, Xiaokun Zhan, Yifei Cui, Jinguo Liu, Cheng Wang,Zhongrui Wang, Renjing Xu
arxiv(2024)
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Xianliang Mai, Qundao Xu,Zhe Yang, Huan Wang, Yongpeng Liu, Yinghua Shen, Hengyi Hu,Meng Xu,Zhongrui Wang,Hao Tong, Chengliang Wang,Xiangshui Miao,
Electron (2024)
Kwunhang Wong,Songqi Wang, Wei Huang,Xinyuan Zhang,Yangu He, Karl M. H. Lai, Yuzhong Jiao,Ning Lin,Xiaojuan Qi,Xiaoming Chen,Zhongrui Wang
CoRR (2024)
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