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Neuromorphic computing with memristive devices
Science China Information Sciences, 2018Technology advances in the last a few decades have resulted in profound changes in our society, from workplaces to living rooms to how we socialize with each other. These changes in turn drive further technology developments, as the exponential growth of data demands ever increasing computing power.
Wen Ma, Mohammed Affan Zidan, Wei D. Lu
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Neuromorphic sensory computing
Science China Information Sciences, 2021Tianqing Wan +4 more
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Benchmarks for progress in neuromorphic computing
Nature Machine Intelligence, 2019In order for the neuromorphic research field to advance into the mainstream of computing, it needs to start quantifying gains, standardize on benchmarks and focus on feasible application challenges.
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A VLSI Design for Neuromorphic Computing
2016 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2016Dynamic Adaptive Neural Network Arrays (DANNAs) are neuromorphic systems that exhibit spiking behaviors and can be designed using evolutionary optimization. Array elements are rapidly reconfigurable and can function as either neurons, synapses or fan-out elements with programmable interconnections and parameters. Currently, DANNAs are implemented using
Mark E. Dean, Christopher Daffron
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Technology considerations for neuromorphic computing
2016 IEEE International Conference on Rebooting Computing (ICRC), 2016The use of neural nets has been growing rapidly. A variety of computing architectures, such as CPUs, GPUs, FPGAs, and analog designs have been proposed. This paper will explore how technology options affect design choices, using both digital and analog circuit designs suitable for neural nets.
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2D Material Based Synaptic Devices for Neuromorphic Computing
Advanced Functional Materials, 2021Chao Zhu, , Chao Zhu
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Reconfigurable Neuromorphic Computing: Materials, Devices, and Integration
Advanced Materials, 2023Xianfu Wang, Jie Xiong, Minyi Xu
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Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware
ACM Computing Surveys, 2023Adarsh Kumar Kosta +2 more
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Neuromorphic Computing for the Masses
2024 International Conference on Neuromorphic Systems (ICONS)Shadi Matinizadeh +11 more
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