185 citations · 657 across the 21 of their papers we have counts for
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cs.LG2020★ 7 cited
Explicit regularization and implicit bias in deep network classifiers trained with the square loss
Tomaso Poggio, Qianli Liao
Deep ReLU networks trained with the square loss have been observed to perform well in classification tasks. We provide here a theoretical justification based on analysis of the ass…
cs.LG2020★ 4 cited
Hierarchically Compositional Tasks and Deep Convolutional Networks
Arturo Deza, Qianli Liao, Andrzej Banburski +1
The main success stories of deep learning, starting with ImageNet, depend on deep convolutional networks, which on certain tasks perform significantly better than traditional shall…