35 citations · 114 across the 11 of their papers we have counts for
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cs.LG2018★ 10 cited
A Solvable High-Dimensional Model of GAN
Chuang Wang, Hong Hu, Yue M. Lu
We present a theoretical analysis of the training process for a single-layer GAN fed by high-dimensional input data. The training dynamics of the proposed model at both microscopic…
cs.LG2018★ 19 cited
Subspace Estimation from Incomplete Observations: A High-Dimensional Analysis
Chuang Wang, Yonina C. Eldar, Yue M. Lu
We present a high-dimensional analysis of three popular algorithms, namely, Oja's method, GROUSE and PETRELS, for subspace estimation from streaming and highly incomplete observati…
cs.LG2017★ 19 cited
Scaling Limit: Exact and Tractable Analysis of Online Learning Algorithms with Applications to Regularized Regression and PCA
Chuang Wang, Jonathan Mattingly, Yue M. Lu
We present a framework for analyzing the exact dynamics of a class of online learning algorithms in the high-dimensional scaling limit. Our results are applied to two concrete exam…