Ruilin Zhang

Diffusion learning reveals viable parameter manifolds and compensation geometry in biological dynamical systems

Ruilin Zhang, Louis Tao, Zhuo-Cheng Xiao

Models of complex systems often have many parameters, yet are constrained by far fewer experimentally accessible observables: similar activity can emerge from coordinated parameter changes. We formalize these compatible parameter sets as \emph{viable parameter manifolds}: the inv…Read more