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Colmena: Scalable Machine-Learning-Based Steering of Ensemble Simulations for High Performance Computing


Oct 06, 2021
Logan Ward, Ganesh Sivaraman, J. Gregory Pauloski, Yadu Babuji, Ryan Chard, Naveen Dandu, Paul C. Redfern, Rajeev S. Assary, Kyle Chard, Larry A. Curtiss, Rajeev Thakur, Ian Foster

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* camera-ready version for ML in HPC Environments 2021 

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KAISA: An Adaptive Second-order Optimizer Framework for Deep Neural Networks


Jul 04, 2021
J. Gregory Pauloski, Qi Huang, Lei Huang, Shivaram Venkataraman, Kyle Chard, Ian Foster, Zhao Zhang

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* To be published in the proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC21) 

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AI- and HPC-enabled Lead Generation for SARS-CoV-2: Models and Processes to Extract Druglike Molecules Contained in Natural Language Text


Jan 12, 2021
Zhi Hong, J. Gregory Pauloski, Logan Ward, Kyle Chard, Ben Blaiszik, Ian Foster

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* 17 single-column pages, 6 figures, and 6 tables 

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Convolutional Neural Network Training with Distributed K-FAC


Jul 01, 2020
J. Gregory Pauloski, Zhao Zhang, Lei Huang, Weijia Xu, Ian T. Foster

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* To be published in the proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC20) 

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