37 citations · 88 across the 14 of their papers we have counts for
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math.ST2022★ 22 cited
Factor Augmented Sparse Throughput Deep ReLU Neural Networks for High Dimensional Regression
Jianqing Fan, Yihong Gu
This paper introduces a Factor Augmented Sparse Throughput (FAST) model that utilizes both latent factors and sparse idiosyncratic components for nonparametric regression. The FAST…
math.ST2022★ 3 cited
How do noise tails impact on deep ReLU networks?
Jianqing Fan, Yihong Gu, Wen-Xin Zhou
This paper investigates the stability of deep ReLU neural networks for nonparametric regression under the assumption that the noise has only a finite p-th moment. We unveil how the…