Neuromorphic Algorithm-hardware Codesign for Temporal Pattern Learning

2021 58th ACM/IEEE Design Automation Conference (DAC)(2021)

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摘要
Neuromorphic computing and spiking neural networks (SNN) mimic the behavior of biological systems and have drawn interest for their potential to perform cognitive tasks with high energy efficiency. However, some factors such as temporal dynamics and spike timings prove critical for information processing but are often ignored by existing works, limiting the performance and applications of neuromor...
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关键词
Training,Adaptation models,Neuromorphic engineering,Heuristic algorithms,Computational modeling,Neurons,Hardware
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