no code implementations • 19 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.
no code implementations • 4 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.
no code implementations • 20 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.