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Taehyung Kwon

Ph.D. Student
KAIST AI
taehyung.kwon (at) kaist.ac.kr


About Me

I am a Ph.D. student at KAIST AI, and I am advised by Prof. Kijung Shin. I received a B.S. in Computer Science from KAIST. My research interests include data mining, data compression, and matrix and tensor decomposition

Education

KAIST

Publications

  1. [J2] Begin: Extensive Benchmark Scenarios and an Easy-to-use Framework for Graph Continual Learning (to appear)
    Jihoon Ko*, Shinhwan Kang*, Taehyung Kwon, Heechan Moon, Kijung Shin
    ACM TIST: ACM Transactions on Intelligent Systems and Technology
    PDF Code&Datasets
  2. [J1] Compact Lossy Compression of Tensors via Neural Tensor-Train Decomposition
    Taehyung Kwon, Jihoon Ko, Jinhong Jung, Jun-Gi Jang, Kijung Shin
    Knowledge and Information Systems
    PDF Code&Datasets
  3. [C6] ELiCiT: Effective and Lightweight Lossy Compression of Tensors (to appear)
    Jihoon Ko, Taehyung Kwon, Jinhong Jung, Kijung Shin
    ICDM 2024
  4. [C5] Compact Decomposition of Irregular Tensors for Data Compression: From Sparse to Dense to High-Order Tensors
    Taehyung Kwon, Jihoon Ko, Jinhong Jung, Jun-Gi Jang, Kijung Shin
    KDD 2024
    PDF Code&Datasets Slide BibTex
  5. [C4] TensorCodec: Compact Lossy Compression of Tensors without Strong Data Assumptions
    Taehyung Kwon, Jihoon Ko, Jinhong Jung, Kijung Shin
    ICDM 2023
    Best Student Paper Runner-up Award [Link]
    PDF Code&Datasets Slide BibTex
  6. [C3] NeuKron: Constant-Size Lossy Compression of Sparse Reorderable Matrices and Tensors
    Taehyung Kwon*, Jihoon Ko*, Jinhong Jung, Kijung Shin
    WWW 2023
    PDF Code&Datasets Slide BibTex
  7. [C2] Finding a Concise, Precise, and Exhaustive Set of Near Bi-Cliques in Dynamic Graphs
    Hyeonjeong Shin, Taehyung Kwon, Neil Shah, Kijung Shin
    WSDM 2022
    PDF Code&Datasets BibTex
  8. [P1] Learning to Pool in Graph Neural Networks for Extrapolation
    Jihoon Ko, Taehyung Kwon, Kijung Shin, Juho Lee
    Preprint, 2021.
    PDF BibTex
  9. [C1] SliceNStitch: Continuous CP Decomposition of Sparse Tensor Streams
    Taehyung Kwon*, Inkyu Park*, Dongjin Lee, Kijung Shin
    ICDE 2021
    PDF Code&Datasets Slide BibTex

Awards and Honors

Professional Service

Conference Reviewers

Journal Reviewers


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