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Dataset Condensation via Efficient Synthetic-Data Parameterization



Jang-Hyun Kim , Jinuk Kim , Seong Joon Oh , Sangdoo Yun , Hwanjun Song , Joonhyun Jeong , Jung-Woo Ha , Hyun Oh Song

* ICML 2022; Codes at https://github.com/snu-mllab/Efficient-Dataset-Condensation.git 

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Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble



Gaon An , Seungyong Moon , Jang-Hyun Kim , Hyun Oh Song

* To appear at NeurIPS 2021 

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Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity



Jang-Hyun Kim , Wonho Choo , Hosan Jeong , Hyun Oh Song

* Published at ICLR 2021 (Oral) 

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Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup



Jang-Hyun Kim , Wonho Choo , Hyun Oh Song

* Published at ICML 2020 

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Spherical Principal Curves



Jang-Hyun Kim , Jongmin Lee , Hee-Seok Oh


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Phase-aware Speech Enhancement with Deep Complex U-Net



Hyeong-Seok Choi , Jang-Hyun Kim , Jaesung Huh , Adrian Kim , Jung-Woo Ha , Kyogu Lee

* Significant error was found in data processing step, therefore will be retracted from International Conference on Learning Representations (ICLR) 2019. It is not recommended to read current version 

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