Title: A General Deep Learning Framework for Structure and Dynamics Reconstruction from Time Series Data,
Abstract: In this work, we present Gumbel Graph Network, a model-free deep learning
framework for dynamics learning and network reconstruction from the observed
time series data. Our method requires no prior knowledge about underlying
dynamics and has shown the state-of-the-art performance in three typical
dynamical systems on complex networks.