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Outliers Dimensions that Disrupt Transformers Are Driven by Frequency


May 23, 2022
Giovanni Puccetti , Anna Rogers , Aleksandr Drozd , Felice Dell'Orletta


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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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Generalization in NLI: Ways (Not) To Go Beyond Simple Heuristics


Oct 04, 2021
Prajjwal Bhargava , Aleksandr Drozd , Anna Rogers

* Workshop on Insights from Negative Results (EMNLP 2021) 

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Scaling Distributed Deep Learning Workloads beyond the Memory Capacity with KARMA


Aug 26, 2020
Mohamed Wahib , Haoyu Zhang , Truong Thao Nguyen , Aleksandr Drozd , Jens Domke , Lingqi Zhang , Ryousei Takano , Satoshi Matsuoka

* ACM/IEEE Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC'20) 

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