most citedWeightless Neural Networks for Efficient Edge Inference

2 citations · 2 across the 2 of their papers we have counts for

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cs.AR2023

ULEEN: A Novel Architecture for Ultra Low-Energy Edge Neural Networks

Zachary Susskind, Aman Arora, Igor D. S. Miranda +9

The deployment of AI models on low-power, real-time edge devices requires accelerators for which energy, latency, and area are all first-order concerns. There are many approaches t…

cs.AR2022★ 2 cited

Weightless Neural Networks for Efficient Edge Inference

Zachary Susskind, Aman Arora, Igor Dantas Dos Santos Miranda +8

Weightless Neural Networks (WNNs) are a class of machine learning model which use table lookups to perform inference. This is in contrast with Deep Neural Networks (DNNs), which us…