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TNN7: A Custom Macro Suite for Implementing Highly Optimized Designs of Neuromorphic TNNs. (arXiv:2205.07410v2 [cs.AR] UPDATED)
May 27, 2022, 1:11 a.m. | Harideep Nair, Prabhu Vellaisamy, Santha Bhasuthkar, John Paul Shen
cs.LG updates on arXiv.org arxiv.org
Temporal Neural Networks (TNNs), inspired from the mammalian neocortex,
exhibit energy-efficient online sensory processing capabilities. Recent works
have proposed a microarchitecture framework for implementing TNNs and
demonstrated competitive performance on vision and time-series applications.
Building on these previous works, this work proposes TNN7, a suite of nine
highly optimized custom macros developed using a predictive 7nm Process Design
Kit (PDK), to enhance the efficiency, modularity and flexibility of the TNN
design framework. TNN prototypes for two applications are used for …
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