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FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators



Jaideep Pathak , Shashank Subramanian , Peter Harrington , Sanjeev Raja , Ashesh Chattopadhyay , Morteza Mardani , Thorsten Kurth , David Hall , Zongyi Li , Kamyar Azizzadenesheli , Pedram Hassanzadeh , Karthik Kashinath , Animashree Anandkumar


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



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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Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations



Jaideep Pathak , Mustafa Mustafa , Karthik Kashinath , Emmanuel Motheau , Thorsten Kurth , Marcus Day

* Corrected typographical errors in the previous version related to the incorrectly formatted accented character "\'e" appearing in various places in the manuscript 

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Hierarchical Roofline Performance Analysis for Deep Learning Applications



Yunsong Wang , Charlene Yang , Steven Farrell , Thorsten Kurth , Samuel Williams

* 9 pages 

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Time-Based Roofline for Deep Learning Performance Analysis



Yunsong Wang , Charlene Yang , Steven Farrell , Yan Zhang , Thorsten Kurth , Samuel Williams

* 9 pages 

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