1k citations · 1.2k across the 5 of their papers we have counts for
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cs.CV2017★ 28 cited
Streamlined Deployment for Quantized Neural Networks
Yaman Umuroglu, Magnus Jahre
Running Deep Neural Network (DNN) models on devices with limited computational capability is a challenge due to large compute and memory requirements. Quantized Neural Networks (QN…
cs.CV2017★ 6 cited
Scaling Binarized Neural Networks on Reconfigurable Logic
Nicholas J. Fraser, Yaman Umuroglu, Giulio Gambardella +4
Binarized neural networks (BNNs) are gaining interest in the deep learning community due to their significantly lower computational and memory cost. They are particularly well suit…