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…