Before revision:  Remarkably, the learned dynamics can give satisfactory results with randomly sampled discontinuous initial data  although it is trained only with smooth initial data.
After revision:  Remarkably, the learned dynamics can give satisfactory results with randomly sampled discontinuous initial data and Sod's shock tube problem although it is trained only with smooth initial data.