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Backward Feature Correction: How Deep Learning Performs Deep Learning. Zeyuan Allen-Zhu, Yuanzhi Li. How does a 110-layer ResNet learn a high-complexity classifier using relatively few training examples and short training time? We present a theory towards explaining this in terms of hierarchical learning. We refer hierarchical learning as the ...
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