198 citations · 759 across the 57 of their papers we have counts for
57 papers
Digital Twin Brain: a simulation and assimilation platform for whole human brain
Wenlian Lu, Longbin Zeng, Xin Du +12
In this work, we present a computing platform named digital twin brain (DTB) that can simulate spiking neuronal networks of the whole human brain scale and more importantly, a pers…
Modify Training Directions in Function Space to Reduce Generalization Error
Yi Yu, Wenlian Lu, Boyu Chen
We propose theoretical analyses of a modified natural gradient descent method in the neural network function space based on the eigendecompositions of neural tangent kernel and Fis…
Synchronization analysis of high order layered complex networks
Tianping Chen, Yujuan Han, Wenlian Lu
In this letter, we propose high order layered complex networks. The synchronization is discussed in detail. The relations of synchronization, individual coupling matrices and the i…
Probabilistic computation and uncertainty quantification with emerging covariance
Hengyuan Ma, Yang Qi, Li Zhang +2
Building robust, interpretable, and secure AI system requires quantifying and representing uncertainty under a probabilistic perspective to mimic human cognitive abilities. However…
Toward stochastic neural computing
Yang Qi, Zhichao Zhu, Yiming Wei +5
The highly irregular spiking activity of cortical neurons and behavioral variability suggest that the brain could operate in a fundamentally probabilistic way. Mimicking how the br…
Self-organization of nonlinearly coupled neural fluctuations into synergistic population codes
Hengyuan Ma, Yang Qi, Pulin Gong +3
Neural activity in the brain exhibits correlated fluctuations that may strongly influence the properties of neural population coding. However, how such correlated neural fluctuatio…