Before revision:  In the neural setting, conditioned on cluster membership and the parameters governing the dynamics, time series within a cluster are assumed independent and generated according to a nonlinear binomial state-space model.
After revision:  Upon modeling the multiple time series as the output of a Dirichlet process mixture of nonlinear state-space model.