23 citations · 31 across the 9 of their papers we have counts for
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cs.LG2021★ 23 cited
Neural Network Quantization for Efficient Inference: A Survey
Olivia Weng
As neural networks have become more powerful, there has been a rising desire to deploy them in the real world; however, the power and accuracy of neural networks is largely due to…
cs.CV2021
Hardware-efficient Residual Networks for FPGAs
Olivia Weng, Alireza Khodamoradi, Ryan Kastner
Residual networks (ResNets) employ skip connections in their networks -- reusing activations from previous layers -- to improve training convergence, but these skip connections cre…