Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions
IEEE Custom Integrated Circuits Conference (CICC)（2022）
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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