Is this AI developing a sense of time?

Researchers at Heidelberg's Ruprecht-Karls-Universität, the Max-Planck Institute for Intelligent Systems, and Montreal's prestigious MILA develop a neural network model that computes whether states of affairs are reversible or irreversible. They hope it adds up to giving a computer a sense of the "arrow of time."