Publications
| A. Jain, T. Moon, T. Benson, H. Subramoni, S. A. Jacobs, D. K. Panda, and B. Van Essen. "SUPER: SUb-Graph Parallelism for TransformERs." Accepted to 35th IEEE International Parallel & Distributed Processing Symposium (IPDPS), May 17-21, 2021. |
| J. H. Adler, T. Benson, E. C. Cyr, P. E. Farrell, S. MacLachlan, and R. Tuminaro. "Monolithic Multigrid for Magnetohydrodynamics." SIAM J. Sci. Comput. (SISC), To Appear, 2020. (DOI) (Preprint) |
| N. Dryden, N. Maruyama, T. Moon, T. Benson, M. Snir, and B. Van Essen. "Channel and Filter Parallelism for Large-Scale CNN Training." International Conference for High Performance Computing, Networking, Storage, and Analysis (SC19), 2019. (DOI) (Preprint) |
| N. Dryden, N. Maruyama, T. Benson, T. Moon, M. Snir, and B. Van Essen. "Improving Strong-Scaling of CNN Training by Exploiting Finer-Grained Parallelism." IEEE International Parallel & Distributed Processing Symposium (IPDPS), 2019. (DOI) (Preprint) |
| S. A. Jacobs, B. Van Essen, D. Hysom, J.-S. Yeom, T. Moon, R. Anirudh, J. J. Thiagaranjan, S. Liu, P.-T. Bremer, J. Gaffney, T. Benson, P. Robinson, L. Peterson, and B. Spears. "Parallelizing Training of Deep Generative Models on Massive Scientific Datasets." IEEE Cluster Conference, 2019. (DOE) (Preprint) |
| N. Dryden, N. Maruyama, T. Moon, T. Benson, A. Yoo, M. Snir, and B. Van Essen. "Aluminum: An Asynchronous, GPU-Aware Communication Library Optimized for Large-Scale Training of Deep Neural Networks on HPC Systems." MLHPC 2018. (DOI) |
| S. Osborn, P. Zulian, T. Benson, U. Villa, R. Krause, and P. S. Vassilevski. "Scalable hierarchical PDE sampler for generating spatially correlated random fields using nonmatching meshes." Numer. Linear Alg. Appl. (NLAA), 2018. (DOI) (Preprint) |
| J.H. Adler, T. R. Benson, and S. P. MacLachlan. "Preconditioning a mass-conserving discontinuous Galerkin discretization of the Stokes Equations." Numer. Linear Alg. Appl. (NLAA), 2016 (DOI) |
| J. H. Adler, T. R. Benson, E. C. Cyr, S. P. MacLachlan, and R. S. Tuminaro. "Monolithic Multigrid Methods for Two-Dimensional Resistive Magnetohydrodynamics." SIAM J. Sci. Comput. (SISC), 38(1):B1-B24, 2016. (DOI) |
| D. J. Zage, H. Xu, T. M. Kroeger, B. Hahn, N.P. Donoghue, and T. R. Benson. "Secure distributed membership tests via secret sharing: How to hide your hostile hosts: Harnessing shamir secret sharing." ICNC, 2016. (DOI) (Preprint) |
| J. H. Adler, T. J. Atherton, T. R. Benson, D. B. Emerson, and S. P. MacLachlan. "Energy Minimization for Liquid Crystal Equilibrium with Electric and Flexoelectric Effects." SIAM J. Sci. Comput. (SISC), 37(5):S157-S176, 2015. (DOI) (Preprint) |