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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 163 篇作者统计合作学者相似作者
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Zhi Li, Rui Bao,Woyu Zhang,Fei Wang,Jun Wang,Renrui Fang, Haoxiong Ren,Ning Lin,Jinshan Yue,Chunmeng Dou,Zhongrui Wang,Dashan Shang
IEEE Transactions on Circuits and Systems II: Express Briefsno. 99 (2024): 1-1
Yifei Yu,Shaocong Wang,Woyu Zhang,Xinyuan Zhang, Xiuzhe Wu, Yangu He, Jichang Yang,Yue Zhang, Ning Lin,Bo Wang,Xi Chen,Songqi Wang,
arxiv(2024)
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Woyu Zhang, Zhi Li, Xinyuan Zhang,Fei Wang,Shaocong Wang,Ning Lin,Yi Li, Jun Wang,Jinshan Yue,Chunmeng Dou,Xiaoxin Xu,Zhongrui Wang,
ADVANCED INTELLIGENT SYSTEMS (2024)
ADVANCED MATERIALSno. 3 (2024)
Shimul Kanti Nath,Sujan Kumar Das,Sanjoy Kumar Nandi,Chen Xi, Camilo Verbel Marquez,Armando Rúa, Mutsunori Uenuma,Zhongrui Wang,Songqing Zhang, Rui-Jie Zhu,Jason Eshraghian,Xiao Sun,
Advanced materials (Deerfield Beach, Fla.)pp.e2400904-e2400904, (2024)
Science advancesno. 16 (2024): eadn4524-eadn4524
MICROMACHINESno. 2 (2024): 195
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