2 papers
cs.LG2020
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…
cs.LG2020
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…