Junseok Lee homepage

Publications

International Journals

  • Single-cell RNA Sequencing Data Imputation Using Bi-level Feature Propagation
    Junseok Lee†, Seokwon Yun†, Yeongmin Kim, Tianlong Chen, Manolis Kellis, Chanyoung Park
    Briefings in Bioinformatics (2024)

  • Deep Single-cell RNA-seq data Clustering with Graph Prototypical Contrastive Learning
    Junseok Lee, Sungwon Kim, Dongmin Hyun, Namkyeong Lee, Yejin Kim, Chanyoung Park
    Bioinformatics (2023)

  • Self-Supervised Graph Representation Learning via Positive Mining
    Namkyeong Lee, Junseok Lee, Chanyoung Park
    Information Sciences (2022)

International Conference

  • Single-cell RNA-seq data imputation using Feature Propagation
    Seokwon Yun†, Junseok Lee†, Chanyoung Park
    ICML Workshop on Computational Biology (WCB 2023) (Best Paper, Contributed Talk)

  • Deep Single-cell RNA-seq data Clustering with Graph Prototypical Contrastive Learning
    Junseok Lee, Sungwon Kim, Dongmin Hyun, Namkyeong Lee, Yejin Kim, Chanyoung Park
    ICML Workshop on Computational Biology (WCB 2023)

  • Task-Equivariant Graph Few-shot Learning
    Sungwon Kim, Junseok Lee, Namkyeong Lee, Wonjoong Kim, Seungyoon Choi, Chanyoung Park
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2023)

  • Conditional Graph Information Bottleneck for Molecular Relational Learning
    Namkyeong Lee, Dongmin Hyun, Gyoung S. Na, Sungwon Kim, Junseok Lee, Chanyoung Park
    International Conference on Machine Learning (ICML 2023)

  • Heterogeneous Graph Learning for Multi-modal Medical Data Analysis
    Sein Kim, Namkyeong Lee, Junseok Lee, Dongmin Hyun, Chanyoung Park
    AAAI Conference on Artificial Intelligence (AAAI 2023 Oral Presentation)

  • Relational Self-Supervised Learning on Graphs
    Namkyeong Lee, Dongmin Hyun, Junseok Lee, Chanyoung Park ACM International Conference on Information and Knowledge Management (CIKM 2022)

  • GraFN: Semi-Supervised Node Classification on Graph with Few Labels via Non-Parametric Distribution Assignment
    Junseok Lee, Yunhak Oh, Yeonjun In, Namkyeong Lee, Dongmin Hyun, Chanyoung Park
    ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022 Short Paper)

  • Augmentation-Free Self-Supervised Learning on Graphs
    Namkyeong Lee, Junseok Lee, Chanyoung Park AAAI Conference on Artificial Intelligence (AAAI 2022)