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An Oracle for Guiding Large-Scale Model/Hybrid Parallel Training of Convolutional Neural Networks



Albert Njoroge Kahira , Truong Thao Nguyen , Leonardo Bautista Gomez , Ryousei Takano , Rosa M Badia , Mohamed Wahib

* The International ACM Symposium on High-Performance Parallel and Distributed Computing 2021 (HPDC'21) 

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Scaling Distributed Deep Learning Workloads beyond the Memory Capacity with KARMA



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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Perturbative GAN: GAN with Perturbation Layers



Yuma Kishi , Tsutomu Ikegami , Shin-ichi O'uchi , Ryousei Takano , Wakana Nogami , Tomohiro Kudoh


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