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cs.LG2019
Is Feature Diversity Necessary in Neural Network Initialization?
Yaniv Blumenfeld, Dar Gilboa, Daniel Soudry
Standard practice in training neural networks involves initializing the weights in an independent fashion. The results of recent work suggest that feature "diversity" at initializa…
stat.ML2019★ 5 cited
A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off
Yaniv Blumenfeld, Dar Gilboa, Daniel Soudry
Reducing the precision of weights and activation functions in neural network training, with minimal impact on performance, is essential for the deployment of these models in resour…