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GTrans: Spatiotemporal Autoregressive Transformer with Graph Embeddings for Nowcasting Extreme Events


Jan 18, 2022
Bo Feng, Geoffrey Fox


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Earthquake Nowcasting with Deep Learning


Dec 18, 2021
Geoffrey Fox, John Rundle, Andrea Donnellan, Bo Feng


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MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems


Oct 26, 2021
Steven Farrell, Murali Emani, Jacob Balma, Lukas Drescher, Aleksandr Drozd, Andreas Fink, Geoffrey Fox, David Kanter, Thorsten Kurth, Peter Mattson, Dawei Mu, Amit Ruhela, Kento Sato, Koichi Shirahata, Tsuguchika Tabaru, Aristeidis Tsaris, Jan Balewski, Ben Cumming, Takumi Danjo, Jens Domke, Takaaki Fukai, Naoto Fukumoto, Tatsuya Fukushi, Balazs Gerofi, Takumi Honda, Toshiyuki Imamura, Akihiko Kasagi, Kentaro Kawakami, Shuhei Kudo, Akiyoshi Kuroda, Maxime Martinasso, Satoshi Matsuoka, Henrique Mendonça, Kazuki Minami, Prabhat Ram, Takashi Sawada, Mallikarjun Shankar, Tom St. John, Akihiro Tabuchi, Venkatram Vishwanath, Mohamed Wahib, Masafumi Yamazaki, Junqi Yin


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Scientific Machine Learning Benchmarks


Oct 25, 2021
Jeyan Thiyagalingam, Mallikarjun Shankar, Geoffrey Fox, Tony Hey


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HPTMT Parallel Operators for High Performance Data Science & Data Engineering


Aug 13, 2021
Vibhatha Abeykoon, Supun Kamburugamuve, Chathura Widanage, Niranda Perera, Ahmet Uyar, Thejaka Amila Kanewala, Gregor von Laszewski, Geoffrey Fox


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HPTMT: Operator-Based Architecture for Scalable High-Performance Data-Intensive Frameworks


Jul 30, 2021
Supun Kamburugamuve, Chathura Widanage, Niranda Perera, Vibhatha Abeykoon, Ahmet Uyar, Thejaka Amila Kanewala, Gregor von Laszewski, Geoffrey Fox


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HPTMT: Operator-Based Architecture for ScalableHigh-Performance Data-Intensive Frameworks


Jul 27, 2021
Supun Kamburugamuve, Chathura Widanage, Niranda Perera, Vibhatha Abeykoon, Ahmet Uyar, Thejaka Amila Kanewala, Gregor von Laszewski, Geoffrey Fox


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Multidimensional Scaling for Gene Sequence Data with Autoencoders


Apr 19, 2021
Pulasthi Wickramasinghe, Geoffrey Fox


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Deep learning approaches to surrogates for solving the diffusion equation for mechanistic real-world simulations


Feb 10, 2021
J. Quetzalcóatl Toledo-Marín, Geoffrey Fox, James P. Sluka, James A. Glazier

* 17 pp, 2 tables, 11 figs, 1sm, 12sm-figs, code available at GitHub 

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Deep Tiered Image Segmentation forDetecting Internal Ice Layers in Radar Imagery


Oct 08, 2020
Yuchen Wang, Mingze Xu, John Paden, Lora Koenig, Geoffrey Fox, David Crandall

* first version 

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High Performance Data Engineering Everywhere


Jul 19, 2020
Chathura Widanage, Niranda Perera, Vibhatha Abeykoon, Supun Kamburugamuve, Thejaka Amila Kanewala, Hasara Maithree, Pulasthi Wickramasinghe, Ahmet Uyar, Gurhan Gunduz, Geoffrey Fox


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Scientific Image Restoration Anywhere


Nov 12, 2019
Vibhatha Abeykoon, Zhengchun Liu, Rajkumar Kettimuthu, Geoffrey Fox, Ian Foster

* 6 pages, 8 figures, 1 table 

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Learning Everywhere: A Taxonomy for the Integration of Machine Learning and Simulations


Oct 13, 2019
Geoffrey Fox, Shantenu Jha

* 15th International Conference eScience 2019, September 24-27, 2019, San Diego, California, 

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Understanding ML driven HPC: Applications and Infrastructure


Sep 05, 2019
Geoffrey Fox, Shantenu Jha

* Invited talk to "Visionary Track" at IEEE eScience 2019 

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Performance Optimization on Model Synchronization in Parallel Stochastic Gradient Descent Based SVM


May 03, 2019
Vibhatha Abeykoon, Geoffrey Fox, Minje Kim

* Paper Accepted in HPML 2019 Held in conjunction with IEEE/ACM CCGRID 2019 

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