Discovering hierarchical governing equations for community-structured complex network dynamics with LLM agents

Jinlei Zhang, Zixuan Zhang, Hao Qiu +8

Governing equations provide an interpretable description of the mechanisms underlying complex network dynamics, yet their discovery from observational data remains challenging when…