Privacy-Preserving Federated Learning for Science: Challenges and Research Directions

Authors: Kim, Kibaek, Raghavan, Krishnan, Kotevska, Olivera, Dorier, Matthieu, Madduri, Ravi, Ryu, Minseok, Munson, Todd, Ross, Rob, Flynn, Thomas, Kagawa, Ai, Yoon, Byung-Jun, Engelmann, Christian, Yousefian, Farzad

Source: 2024 IEEE International Conference on Big Data (BigData) Big Data (BigData), 2024 IEEE International Conference on. :7849-7853 Dec, 2024

Relation: 2024 IEEE International Conference on Big Data (BigData)

PETSc/TAO Developments for GPU-Based Early Exascale Systems

Authors: Mills, Richard Tran, Adams, Mark, Balay, Satish, Brown, Jed, Faibussowitsch, Jacob, Isaac, Toby, Knepley, Matthew, Munson, Todd, Suh, Hansol, Zampini, Stefano, Zhang, Hong, Zhang, Junchao

Subject Terms: Computer Science - Mathematical Software, Computer Science - Distributed, Parallel, and Cluster Computing, 00A69

Access URL: http://arxiv.org/abs/2406.08646

Hybrid Analysis of Fusion Data for Online Understanding of Complex Science on Extreme Scale Computers

Authors: Suchyta, Eric, Choi, Jong Youl, Ku, Seung-Hoe, Pugmire, David, Gainaru, Ana, Huck, Kevin, Kube, Ralph, Scheinberg, Aaron, Suter, Frederic, Chang, Choongseock, Munson, Todd, Podhorszki, Norbert, Klasky, Scott

Source: 2022 IEEE International Conference on Cluster Computing (CLUSTER) CLUSTER Cluster Computing (CLUSTER), 2022 IEEE International Conference on. :218-229 Sep, 2022

Relation: 2022 IEEE International Conference on Cluster Computing (CLUSTER)

Coupling streaming AI and HPC ensembles to achieve 100–1000× faster biomolecular simulations

Authors: Brace, Alexander, Yakushin, Igor, Ma, Heng, Trifan, Anda, Munson, Todd, Foster, Ian, Ramanathan, Arvind, Lee, Hyungro, Turilli, Matteo, Jha, Shantenu

Source: 2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS) IPDPS Parallel and Distributed Processing Symposium (IPDPS), 2022 IEEE International. :806-816 May, 2022

Relation: 2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Robust A-Optimal Experimental Design for Bayesian Inverse Problems

Authors: Attia, Ahmed, Leyffer, Sven, Munson, Todd

Subject Terms: Mathematics - Optimization and Control, Computer Science - Machine Learning, 62K05, 35Q62, 62F15, 35R30, 35Q93, 65C60, 93E35

Access URL: http://arxiv.org/abs/2305.03855

ExaWorks: Workflows for Exascale

Authors: Al-Saadi, Aymen, Ahn, Dong H., Babuji, Yadu, Chard, Kyle, Corbett, James, Hategan, Mihael, Herbein, Stephen, Jha, Shantenu, Laney, Daniel, Merzky, Andre, Munson, Todd, Salim, Michael, Titov, Mikhail, Turilli, Matteo, Uram, Thomas D., Wozniak, Justin M.

Source: 2021 IEEE Workshop on Workflows in Support of Large-Scale Science (WORKS) WORKS Workflows in Support of Large-Scale Science (WORKS), 2021 IEEE Workshop on. :50-57 Nov, 2021

Relation: 2021 IEEE Workshop on Workflows in Support of Large-Scale Science (WORKS)

Accelerating Multigrid-based Hierarchical Scientific Data Refactoring on GPUs

Authors: Chen, Jieyang, Wan, Lipeng, Liang, Xin, Whitney, Ben, Liu, Qing, Pugmire, David, Thompson, Nicholas, Choi, Jong Youl, Wolf, Matthew, Munson, Todd, Foster, Ian, Klasky, Scott

Source: 2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS) IPDPS Parallel and Distributed Processing Symposium (IPDPS), 2021 IEEE International. :859-868 May, 2021

Relation: 2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

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2022 Review of Data-Driven Plasma Science

Authors: Anirudh, Rushil, Archibald, Rick, Asif, M. Salman, Becker, Markus M., Benkadda, Sadruddin, Bremer, Peer-Timo, Budé, Rick H. S., Chang, C. S., Chen, Lei, Churchill, R. M., Citrin, Jonathan, Gaffney, Jim A, Gainaru, Ana, Gekelman, Walter, Gibbs, Tom, Hamaguchi, Satoshi, Hill, Christian, Humbird, Kelli, Jalas, Sören, Kawaguchi, Satoru, Kim, Gon-Ho, Kirchen, Manuel, Klasky, Scott, Kline, John L., Krushelnick, Karl, Kustowski, Bogdan, Lapenta, Giovanni, Li, Wenting, Ma, Tammy, Mason, Nigel J., Mesbah, Ali, Michoski, Craig, Munson, Todd, Murakami, Izumi, Najm, Habib N., Olofsson, K. Erik J., Park, Seolhye, Peterson, J. Luc, Probst, Michael, Pugmire, Dave, Sammuli, Brian, Sawlani, Kapil, Scheinker, Alexander, Schissel, David P., Shalloo, Rob J., Shinagawa, Jun, Seong, Jaegu, Spears, Brian K., Tennyson, Jonathan, Thiagarajan, Jayaraman, Ticoş, Catalin M., Trieschmann, Jan, van Dijk, Jan, Van Essen, Brian, Ventzek, Peter, Wang, Haimin, Wang, Jason T. L., Wang, Zhehui, Wende, Kristian, Xu, Xueqiao, Yamada, Hiroshi, Yokoyama, Tatsuya, Zhang, Xinhua

Source: IEEE Transactions on Plasma Science 51, 1750 - 1838 (2023)

Subject Terms: Physics - Plasma Physics

Access URL: http://arxiv.org/abs/2205.15832

A Codesign Framework for Online Data Analysis and Reduction

Authors: Mehta, Kshitij, Allen, Bryce, Wolf, Matthew, Logan, Jeremy, Suchyta, Eric, Choi, Jong, Takahashi, Keichi, Yakushin, Igor, Munson, Todd, Foster, Ian, Klasky, Scott

Source: 2019 IEEE/ACM Workflows in Support of Large-Scale Science (WORKS) Workflows in Support of Large-Scale Science (WORKS), 2019 IEEE/ACM. :11-20 Nov, 2019

Relation: 2019 IEEE/ACM Workflows in Support of Large-Scale Science (WORKS)

The PETSc Community Is the Infrastructure

Authors: Adams, Mark, Balay, Satish, Marin, Oana, McInnes, Lois Curfman, Mills, Richard Tran, Munson, Todd, Zhang, Hong, Zhang, Junchao, Brown, Jed, Eijkhout, Victor, Faibussowitsch, Jacob, Knepley, Matthew, Kong, Fande, Kruger, Scott, Sanan, Patrick, Smith, Barry F.

Subject Terms: Computer Science - Software Engineering

Access URL: http://arxiv.org/abs/2201.00967

Message from the DRBSD-8 Workshop Chairs

Authors: Chen, Jieyang, Di, Sheng, Gainaru, Ana, Liang, Xin, Munson, Todd

Source: 2022 IEEE/ACM 8th International Workshop on Data Analysis and Reduction for Big Scientific Data (DRBSD) DRBSD Data Analysis and Reduction for Big Scientific Data (DRBSD), 2022 IEEE/ACM 8th International Workshop on. :v-v Nov, 2022

Relation: 2022 IEEE/ACM 8th International Workshop on Data Analysis and Reduction for Big Scientific Data (DRBSD)

Improving I/O Performance for Exascale Applications through Online Data Layout Reorganization

Authors: Wan, Lipeng, Huebl, Axel, Gu, Junmin, Poeschel, Franz, Gainaru, Ana, Wang, Ruonan, Chen, Jieyang, Liang, Xin, Ganyushin, Dmitry, Munson, Todd, Foster, Ian, Vay, Jean-Luc, Podhorszki, Norbert, Wu, Kesheng, Klasky, Scott

Source: IEEE Transactions on Parallel and Distributed Systems, 2021

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2107.07108

Workflows Community Summit: Advancing the State-of-the-art of Scientific Workflows Management Systems Research and Development

Authors: da Silva, Rafael Ferreira, Casanova, Henri, Chard, Kyle, Coleman, Tainã, Laney, Dan, Ahn, Dong, Jha, Shantenu, Howell, Dorran, Soiland-Reys, Stian, Altintas, Ilkay, Thain, Douglas, Filgueira, Rosa, Babuji, Yadu, Badia, Rosa M., Balis, Bartosz, Caino-Lores, Silvina, Callaghan, Scott, Coppens, Frederik, Crusoe, Michael R., De, Kaushik, Di Natale, Frank, Do, Tu M. A., Enders, Bjoern, Fahringer, Thomas, Fouilloux, Anne, Fursin, Grigori, Gaignard, Alban, Ganose, Alex, Garijo, Daniel, Gesing, Sandra, Goble, Carole, Hasan, Adil, Huber, Sebastiaan, Katz, Daniel S., Leser, Ulf, Lowe, Douglas, Ludaescher, Bertram, Maheshwari, Ketan, Malawski, Maciej, Mayani, Rajiv, Mehta, Kshitij, Merzky, Andre, Munson, Todd, Ozik, Jonathan, Pottier, Loïc, Ristov, Sashko, Roozmeh, Mehdi, Souza, Renan, Suter, Frédéric, Tovar, Benjamin, Turilli, Matteo, Vahi, Karan, Vidal-Torreira, Alvaro, Whitcup, Wendy, Wilde, Michael, Williams, Alan, Wolf, Matthew, Wozniak, Justin

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2106.05177

Topology-Aware Space-Shared Co-Analysis of Large-Scale Molecular Dynamics Simulations

Authors: Malakar, Preeti, Munson, Todd, Knight, Christopher, Vishwanath, Venkatram, Papka, Michael E.

Source: SC18: International Conference for High Performance Computing, Networking, Storage and Analysis SC High Performance Computing, Networking, Storage and Analysis, SC18: International Conference for. :305-319 Nov, 2018

Relation: SC18: International Conference for High Performance Computing, Networking, Storage and Analysis

Coupling Exascale Multiphysics Applications: Methods and Lessons Learned

Authors: Choi, Jong Youl, Chang, Choong-Seock, Dominski, Julien, Klasky, Scott, Merlo, Gabriele, Suchyta, Eric, Ainsworth, Mark, Allen, Bryce, Cappello, Franck, Churchill, Michael, Davis, Philip, Di, Sheng, Eisenhauer, Greg, Ethier, Stephane, Foster, Ian, Geveci, Berk, Guo, Hanqi, Huck, Kevin, Jenko, Frank, Kim, Mark, Kress, James, Ku, Seung-Hoe, Liu, Qing, Logan, Jeremy, Malony, Allen, Mehta, Kshitij, Moreland, Kenneth, Munson, Todd, Parashar, Manish, Peterka, Tom, Podhorszki, Norbert, Pugmire, Dave, Tugluk, Ozan, Wang, Ruonan, Whitney, Ben, Wolf, Matthew, Wood, Chad

Source: 2018 IEEE 14th International Conference on e-Science (e-Science) E-SCIENCE e-Science (e-Science), 2018 IEEE 14th International Conference on. :442-452 Oct, 2018

Relation: 2018 IEEE 14th International Conference on e-Science (e-Science)

Scalable Multigrid-based Hierarchical Scientific Data Refactoring on GPUs

Authors: Chen, Jieyang, Wan, Lipeng, Liang, Xin, Whitney, Ben, Liu, Qing, Gong, Qian, Pugmire, David, Thompson, Nicholas, Choi, Jong Youl, Wolf, Matthew, Munson, Todd, Foster, Ian, Klasky, Scott

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2105.12764

Coupling streaming AI and HPC ensembles to achieve 100-1000x faster biomolecular simulations

Authors: Brace, Alexander, Yakushin, Igor, Ma, Heng, Trifan, Anda, Munson, Todd, Foster, Ian, Ramanathan, Arvind, Lee, Hyungro, Turilli, Matteo, Jha, Shantenu

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2104.04797

Workflows Community Summit: Bringing the Scientific Workflows Community Together

Authors: da Silva, Rafael Ferreira, Casanova, Henri, Chard, Kyle, Laney, Dan, Ahn, Dong, Jha, Shantenu, Goble, Carole, Ramakrishnan, Lavanya, Peterson, Luc, Enders, Bjoern, Thain, Douglas, Altintas, Ilkay, Babuji, Yadu, Badia, Rosa M., Bonazzi, Vivien, Coleman, Taina, Crusoe, Michael, Deelman, Ewa, Di Natale, Frank, Di Tommaso, Paolo, Fahringer, Thomas, Filgueira, Rosa, Fursin, Grigori, Ganose, Alex, Gruning, Bjorn, Katz, Daniel S., Kuchar, Olga, Kupresanin, Ana, Ludascher, Bertram, Maheshwari, Ketan, Mattoso, Marta, Mehta, Kshitij, Munson, Todd, Ozik, Jonathan, Peterka, Tom, Pottier, Loic, Randles, Tim, Soiland-Reyes, Stian, Tovar, Benjamin, Turilli, Matteo, Uram, Thomas, Vahi, Karan, Wilde, Michael, Wolf, Matthew, Wozniak, Justin

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2103.09181

The PetscSF Scalable Communication Layer

Authors: Zhang, Junchao, Brown, Jed, Balay, Satish, Faibussowitsch, Jacob, Knepley, Matthew, Marin, Oana, Mills, Richard Tran, Munson, Todd, Smith, Barry F., Zampini, Stefano

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing, 65F10, 65F50, 68N99, 68W10, G.4, C.2

Access URL: http://arxiv.org/abs/2102.13018