Jiaoyang Huang

Every Local Minimum Value Is the Global Minimum Value of Induced Model in Nonconvex Machine Learning

Kenji Kawaguchi, Jiaoyang Huang, Leslie Pack Kaelbling, 2019, Neural Computation.

Towards Understanding the Dynamics of the First-Order Adversaries

Hangfeng He, Zhun Deng, Jiaoyang Huang, 2020, ICML.

Effect of Depth and Width on Local Minima in Deep Learning

Leslie Pack Kaelbling, Kenji Kawaguchi, Jiaoyang Huang, 2018, Neural Computation.

Gradient Descent Finds Global Minima for Generalizable Deep Neural Networks of Practical Sizes

Jiaoyang Huang, Kenji Kawaguchi, Kenji Kawaguchi, 2019, 2019 57th Annual Allerton Conference on Communication, Control, and Computing (Allerton).

Dynamics of Deep Neural Networks and Neural Tangent Hierarchy pdf

Jiaoyang Huang, Horng-Tzer Yau, H. Yau, 2019, ICML.