28 citations · 137 across the 15 of their papers we have counts for
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stat.ML2020
Modeling from Features: a Mean-field Framework for Over-parameterized Deep Neural Networks
Cong Fang, Jason D. Lee, Pengkun Yang +1
This paper proposes a new mean-field framework for over-parameterized deep neural networks (DNNs), which can be used to analyze neural network training. In this framework, a DNN is…
math.ST2020
Optimal estimation of high-dimensional location Gaussian mixtures
Natalie Doss, Yihong Wu, Pengkun Yang +1
This paper studies the optimal rate of estimation in a finite Gaussian location mixture model in high dimensions without separation conditions. We assume that the number of compone…