Search Results for author: Jianwen Zhou

Found 3 papers, 0 papers with code

Lateral predictive coding revisited: Internal model, symmetry breaking, and response time

no code implementations19 Jul 2022 Zhen-Ye Huang, Xin-Yi Fan, Jianwen Zhou, Hai-Jun Zhou

Predictive coding is a promising theoretical framework in neuroscience for understanding information transmission and perception.

Relationship between manifold smoothness and adversarial vulnerability in deep learning with local errors

no code implementations4 Jul 2020 Zijian Jiang, Jianwen Zhou, Haiping Huang

Here, we establish a fundamental relationship between geometry of hidden representations (manifold perspective) and the generalization capability of the deep networks.

Weakly-correlated synapses promote dimension reduction in deep neural networks

no code implementations20 Jun 2020 Jianwen Zhou, Haiping Huang

Here we propose a simplified model of dimension reduction, taking into account pairwise correlations among synapses, to reveal the mechanism underlying how the synaptic correlations affect dimension reduction.

Dimensionality Reduction

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