9 citations · 27 across the 4 of their papers we have counts for
4 papers
Eigenvalue spectrum of neural networks with arbitrary Hebbian length
Jianwen Zhou, Zijian Jiang, Tianqi Hou +3
Associative memory is a fundamental function in the brain. Here, we generalize the standard associative memory model to include long-range Hebbian interactions at the learning stag…
Associative memory model with arbitrary Hebbian length
Zijian Jiang, Jianwen Zhou, Tianqi Hou +2
Conversion of temporal to spatial correlations in the cortex is one of the most intriguing functions in the brain. The learning at synapses triggering the correlation conversion ca…
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…