论文标题

尖峰神经网络综合电路:趋势和未来方向的评论

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

论文作者

Basu, Arindam, Frenkel, Charlotte, Deng, Lei, Zhang, Xueyong

论文摘要

在本文中,我们回顾了尖峰神经网络(SNN)集成电路设计,并分析了混合信号核,完全数字核心和大型多核设计之间的趋势。最近报道的SNN集成电路是在三个广泛类别下进行比较的:(a)具有用于尖峰路由的专用NOC的大规模多核设计,(b)数字单核设计以及(c)混合信号单核设计。最后,我们用一些方向完成了纸张,以取得未来的进步。

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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