2 papers
q-bio.NC2025
Finite-state Markovian surrogates for long-time neuronal state distributions and firing rates
Zhongyi Wang, Louis Tao, Zhuo-Cheng Xiao
Spiking neuronal networks connect cellular and synaptic mechanisms to collective activity, but estimating their long-time statistics often requires costly spike-by-spike simulation…
q-bio.NC2024
Minimizing information loss reduces spiking neuronal networks to differential equations
Jie Chang, Zhuoran Li, Zhongyi Wang +2
Spiking neuronal networks (SNNs) are widely used in computational neuroscience, from biologically realistic modeling of local cortical networks to phenomenological modeling of the…