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cs.LG2022
Extended critical regimes of deep neural networks
Cheng Kevin Qu, Asem Wardak, Pulin Gong
Deep neural networks (DNNs) have been successfully applied to many real-world problems, but a complete understanding of their dynamical and computational principles is still lackin…
cs.LG2020★ 2 cited
Anomalous diffusion dynamics of learning in deep neural networks
Guozhang Chen, Cheng Kevin Qu, Pulin Gong
Learning in deep neural networks (DNNs) is implemented through minimizing a highly non-convex loss function, typically by a stochastic gradient descent (SGD) method. This learning…