Highly-Ccalable , physics-informed GANs for learning solutions of stochastic PDEs L. Yang, S. Treichler, T. Kurth, K. Fischer, D. Barajas-Solano, J. Romero, V. Churavy, A. Tartakovsky, M. Houston, Prabhat, G. Karniadakis. Proceedings of DLS 2019: Deep Learning on Supercomputers - Held in conjunction with SC 2019: The International Conference for High Performance Computing , Networking , Storage and Analysis (2019). DOI:10.1109/DLS49591.2019.00006.