3 papers
q-bio.NC2025
Network structural change point detection and reconstruction for balanced neuronal networks
Kai Chen, Mingzhang Wang, Songting Li +1
Understanding brain dynamics and functions critically depends on knowledge of the network connectivity among neurons. However, the complexity of brain structural connectivity, coup…
q-bio.NC2025
Overcoming the Curse of Dimensionality: Structural Connectivity Reconstruction via Pairwise Information Flow in Nonlinear Networks
Kai Chen, Zhong-qi K. Tian, Yifei Chen +3
Inferring structural connectivity from observed dynamics remains a fundamental open problem in complex systems, particularly for nonlinear networks where direct measurements are un…
math.OC2024
A Generalized Spiking Locally Competitive Algorithm for Multiple Optimization Problems
Xuexing Du, Zhong-qi K. Tian, Songting Li +1
We introduce a generalized Spiking Locally Competitive Algorithm (LCA) that is biologically plausible and exhibits adaptability to a large variety of neuron models and network conn…