12 citations · 30 across the 4 of their papers we have counts for
4 papers
Spectrum of non-Hermitian deep-Hebbian neural networks
Zijian Jiang, Ziming Chen, Tianqi Hou +1
Neural networks with recurrent asymmetric couplings are important to understand how episodic memories are encoded in the brain. Here, we integrate the experimental observation of w…
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…