Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions

arxiv(2022)

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摘要
In this paper, we reviewed Spiking neural network (SNN) integrated circuit designs and analyzed the trends among mixed-signal cores, fully digital cores and large-scale, multi-core designs. Recently reported SNN integrated circuits are compared under three broad categories: (a) Large-scale multi-core designs that have dedicated NOC for spike routing, (b) digital single-core designs and (c) mixed-signal single-core designs. Finally, we finish the paper with some directions for future progress.
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关键词
in-memory computing,IMC,digital memory arrays,off-chip DRAM access,network edge,mobile devices,datacenters,hardware accelerators,game playing,face recognition,deep learning,spiking neural network integrated circuits
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