Accelerating Large-Scale Data Analysis by Offloading to High-Performance Computing Libraries using Alchemist. - Alex Gittens; Kai Rothauge; Shusen Wang; Michael W. Mahoney; Lisa Gerhardt; Prabhat; Jey Kottalam; Michael F. Ringenburg; Kristyn J. Maschhoff (KDD, 2018)

On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent. - Noah Golmant; Nikita Vemuri; Zhewei Yao; Vladimir Feinberg; Amir Gholami; Kai Rothauge; Michael W. Mahoney; Joseph Gonzalez 001 (CoRR, 2018)

Alchemist: An Apache Spark ⇔ MPI interface. - Alex Gittens; Kai Rothauge; Shusen Wang; Michael W. Mahoney; Jey Kottalam; Lisa Gerhardt; Prabhat; Michael F. Ringenburg; Kristyn J. Maschhoff (Concurr. Comput. Pract. Exp., 2019)

Residual Networks as Nonlinear Systems: Stability Analysis using Linearization. - Kai Rothauge; Zhewei Yao; Zixi Hu; Michael W. Mahoney (CoRR, 2019)

Running Alchemist on Cray XC and CS Series Supercomputers: Dask and PySpark Interfaces, Deployment Options, and Data Transfer Times. - Kai Rothauge; Haripriya Ayyalasomayajula; Kristyn J. Maschhoff; Michael F. Ringenburg; Michael W. Mahoney (CoRR, 2019)