2 papers
math.NA2026
Learning Ecological and Epidemic Processes using Neural ODEs, Kolmogorov-Arnold Network ODEs and SINDy
Maria Vasilyeva, Zheng Wei, Kelum Gajamannage +3
We consider epidemic and ecological models to investigate their coupled dynamics. Starting with the classical Susceptible-Infected-Recovered (SIR) model for basic epidemic behavior…
q-bio.MN2025
Modeling GRNs with a Probabilistic Categorical Framework
Yiyang Jia, Zheng Wei, Zheng Yang +1
Understanding the complex and stochastic nature of Gene Regulatory Networks (GRNs) remains a central challenge in systems biology. Existing modeling paradigms often struggle to eff…