Li Xu

This paper applies landscape-flux theory to a coral-reef model to identify early warning indicators for ecosystem transitions, finding that some indicators can predict tipping points earlier than traditional methods based on critical slowing down.

This paper develops non-equilibrium indicators to predict tipping points in cell fate decision models, showing improved predictive power over traditional methods.