Zhongben Gong

IPSI: Enhancing Structural Inference with Automatically Learned Structural Priors

We propose IPSI, a general iterative framework for structural inference in interacting dynamical systems. It integrates a pretrained structural estimator and a joint inference module based on the Variational Autoencoder (VAE); these components are alternately updated to progressively refine the infe…