Publications

All the publications that I have done or collaborated with. (†:Equal contribution)

International Conferences

2023

  1. NeurIPS
    Density of States Prediction of Crystalline Materials via Prompt-guided Multi-Modal Transformer
    Namkyeong Lee†, Heewoong Noh†, Sungwon Kim, Dongmin Hyun, Gyoung S. Na, and Chanyoung Park
    In Conference on Neural Information Processing Systems (NeurIPS), 2023
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  2. KDD
    Shift-Robust Molecular Relational Learning with Causal Substructure
    Namkyeong Lee, Kanghoon Yoon, Gyoung S. Na, Sein Kim, and Chanyoung Park
    In ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023
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  3. KDD
    Task Relation-aware Continual User Representation Learning
    Sein Kim, Namkyeong Lee, Donghyun Kim, Min-Chul Yang, and Chanyoung Park
    In ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023
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  4. KDD
    Task-Equivariant Graph Few-shot Learning
    Sungwon Kim, Junseok Lee, Namkyeong Lee, Wonjoong Kim, Seungyoon Choi, and Chanyoung Park
    In ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023
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  5. ICML
    Conditional Graph Information Bottleneck for Molecular Relational Learning
    Namkyeong Lee, Dongmin Hyun, Gyoung S. Na, Sungwon Kim, Junseok Lee, and Chanyoung Park
    In International Conference on Machine Learning (ICML), 2023
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  6. AAAI
    Heterogeneous Graph Learning for Multi-modal Medical Data Analysis
    Sein Kim, Namkyeong Lee, Junseok Lee, Dongmin Hyun, and Chanyoung Park
    In AAAI Conference on Artificial Intelligence (AAAI), 2023
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2022

  1. CIKM
    Relational Self-Supervised Learning on Graphs
    Namkyeong Lee, Dongmin Hyun, Junseok Lee, and Chanyoung Park
    In ACM International Conference on Information and Knowledge Management (CIKM), 2022
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  2. SIGIR Short
    GraFN: Semi-Supervised Graph Node Classification with Few Labels via Non-Parametric Distribution Assignment
    Junseok Lee, Yunhak Oh, Yeonjun In, Namkyeong Lee, Dongmin Hyun, and Chanyoung Park
    In ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2022
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  3. AAAI
    Augmentation-Free Self-Supervised Learning on Graphs
    Namkyeong Lee, Junseok Lee, and Chanyoung Park
    In AAAI Conference on Artificial Intelligence (AAAI), 2022
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International Journals

2023

  1. Bioinformatics
    Deep single-cell RNA-seq data clustering with graph prototypical contrastive learning
    Junseok Lee, Sungwon Kim, Dongmin Hyun, Namkyeong Lee, Yejin Kim, and Chanyoung Park
    Bioinformatics, 2023
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2022

  1. Info Sci
    Self-Supervised Graph Representation Learning via Positive Mining
    Namkyeong Lee, Junseok Lee, and Chanyoung Park
    Information Sciences, 2022
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Workshop Papers

2023

  1. AI4Science
    Stoichiometry Representation Learning with Polymorphic Crystal Structures
    Namkyeong Lee, Heewoong Noh, Gyoung S. Na, Tianfan Fu, Jimeng Sun, and Chanyoung Park
    In NeurIPS Workshop on AI for Scientific Discovery: From Theory to Practice, 2023
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  2. WCB
    Deep single-cell RNA-seq data clustering with graph prototypical contrastive learning
    Junseok Lee, Sungwon Kim, Dongmin Hyun, Namkyeong Lee, Yejin Kim, and Chanyoung Park
    In ICML Workshop on Computational Biology, 2023
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  3. ML4Materials
    Predicting Density of States via Multi-modal Transformer
    Namkyeong Lee†, Heewoong Noh†, Sungwon Kim, Dongmin Hyun, Gyoung S. Na, and Chanyoung Park
    In ICLR Workshop on Machine Learning for Materials, 2023
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2022