6 citations · 7 across the 2 of their papers we have counts for
3 papers
cs.LG2022★ 6 cited
Sharp Asymptotics of Kernel Ridge Regression Beyond the Linear Regime
Hong Hu, Yue M. Lu
The generalization performance of kernel ridge regression (KRR) exhibits a multi-phased pattern that crucially depends on the scaling relationship between the sample size and t…
cs.IT2020★ 1 cited
The Limiting Poisson Law of Massive MIMO Detection with Box Relaxation
Hong Hu, Yue M. Lu
Estimating a binary vector from noisy linear measurements is a prototypical problem for MIMO systems. A popular algorithm, called the box-relaxation decoder, estimates the target s…
cs.LG2018
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…