Publications

2024

  1. USENIX ATC
    Metis: Fast Automatic Distributed Training on Heterogeneous GPUs
    Taegeon Um*,  Byungsoo Oh* , Minyoung Kang*, Woo-Yeon Lee, Goeun Kim, Dongseob Kim, Youngtaek Kim, Mohd Muzzammil, and Myeongjae Jeon (* = Equal Contribution)
    In USENIX Annual Technical Conference (USENIX ATC) , 2024
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2023

  1. VLDB
    FastFlow: Accelerating Deep Learning Model Training with Smart Offloading of Input Data Pipeline
    Taegeon Um,  Byungsoo Oh , Byeongchan Seo, Minhyeok Kweun, Goeun Kim, and Woo-Yeon Lee
    In International Conference on Very Large Data Bases (VLDB) , 2023
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2022

  1. IPDPS
    PokéMem: Taming Wild Memory Consumers in Apache Spark
    Minhyeok Kweun, Goeun Kim,  Byungsoo Oh , Seongho Jung, Taegeon Um, and Woo-Yeon Lee
    In IEEE International Parallel and Distributed Processing Symposium (IPDPS) , 2022
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2020

  1. IJCNN
    DAPAS: Denoising Autoencoder to Prevent Adversarial attack in Semantic Segmentation
    Seungju Cho, Tae Joon Jun,  Byungsoo Oh , and Daeyoung Kim
    In International Joint Conference on Neural Networks (IJCNN) , 2020
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2019

  1. Middleware
    Serverless-Enabled Permissioned Blockchain for Elastic Transaction Processing
    Byungsoo Oh , and Daeyoung Kim
    In ACM/IFIP International Middleware Conference (Middleware), Demos and Posters , 2019
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  2. SMC
    Enhancing Trust of Supply Chain Using Blockchain Platform with Robust Data Model and Verification Mechanism
    Byungsoo Oh , Tae Joon Jun, Wondeuk Yoon, Yunho Lee, Sangtae Kim, and Daeyoung Kim
    In IEEE International Conference on Systems, Man and Cybernetics (SMC) , 2019
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