publications

2024

1. medRxiv

   In-Silo Federated Learning vs. Centralized Learning for Segmenting Acute and Chronic Ischemic Brain Lesions

   Joon Kim, Hoyeon Lee, Jonghyeok Park, and 6 more authors

   Preprint, 2024

   DOI Bib

   @article{Kim2024.05.24.24307154,
     author = {Kim, Joon and Lee, Hoyeon and Park, Jonghyeok and Park, Sang Hyun and Lee, Myungjae and Sunwoo, Leonard and Kim, Chi Kyung and Kim, Beom Joon and Ryu, Wi-Sun},
     title = {In-Silo Federated Learning vs. Centralized Learning for Segmenting Acute and Chronic Ischemic Brain Lesions},
     elocation-id = {2024.05.24.24307154},
     year = {2024},
     doi = {10.1101/2024.05.24.24307154},
     url = {https://www.medrxiv.org/content/early/2024/05/26/2024.05.24.24307154},
     eprint = {https://www.medrxiv.org/content/early/2024/05/26/2024.05.24.24307154.full.pdf},
     journal = {Preprint},
   }

2. arxiv

   Random Gradient Masking as a Defensive Measure to Deep Leakage in Federated Learning

   Joon Kim, and Sejin Park

   Preprint, 2024

   DOI Bib

   @article{kim2024randomgradientmaskingdefensive,
     title = {Random Gradient Masking as a Defensive Measure to Deep Leakage in Federated Learning},
     author = {Kim, Joon and Park, Sejin},
     year = {2024},
     eprint = {2408.08430},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2408.08430},
     doi = {10.48550/arXiv.2408.08430},
     journal = {Preprint},
   }