Learning one-hidden-layer neural networks under general input distributions

W Gao, AV Makkuva, S Oh… - The 22nd International …, 2019 - proceedings.mlr.press
Significant advances have been made recently on training neural networks, where the main
challenge is in solving an optimization problem with abundant critical points. However …

Information theory meets big data: Theory, algorithms and applications to deep learning

W Gao - 2019 - ideals.illinois.edu
As the era of big data arises, people get access to numerous amounts of multi-view data.
Measuring, discovering and understanding the underlying relationship among different …