68 citations · 493 across the 40 of their papers we have counts for
4 papers · 1 filter
Data-driven effective model shows a liquid-like deep learning
Wenxuan Zou, Haiping Huang
The geometric structure of an optimization landscape is argued to be fundamentally important to support the success of deep neural network learning. A direct computation of the lan…
Relationship between manifold smoothness and adversarial vulnerability in deep learning with local errors
Zijian Jiang, Jianwen Zhou, Haiping Huang
Artificial neural networks can achieve impressive performances, and even outperform humans in some specific tasks. Nevertheless, unlike biological brains, the artificial neural net…
Weakly-correlated synapses promote dimension reduction in deep neural networks
Jianwen Zhou, Haiping Huang
By controlling synaptic and neural correlations, deep learning has achieved empirical successes in improving classification performances. How synaptic correlations affect neural co…
Learning credit assignment
Chan Li, Haiping Huang
Deep learning has achieved impressive prediction accuracies in a variety of scientific and industrial domains. However, the nested non-linear feature of deep learning makes the lea…