Minjun Kim

M.S./Ph.D. Student
Data Mining Lab,
Dept. of CSE,
Seoul National University
Seoul, South Korea

About Me

I am a second-year M.S./Ph.D. student majoring in Computer Science and Engineering at Seoul National University, advised by Prof. U Kang. I received my B.S. in Computer Science from KAIST.

My research engages deeply with data mining and machine learning, specializing in the study of graph neural networks and model compression.

Contact Info.

Education

Publications

* Equal Contribution, † Corresponding Author

Conference Papers

  • [C2] AugWard: Augmentation-Aware Representation Learning for Accurate Graph Classification
    Minjun Kim, Jaehyeon Choi, SeungJoo Lee, Jinhong Jung, and U Kang
    PAKDD 2025 (The 29th Pacific-Asia Conference on Knowledge Discovery and Data Mining), Sydney, Australia
    Oral Presentation

  • [C1] SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuning
    Minjun Kim, Jongjin Kim, and U Kang
    ICLR 2025 (The Thirteenth International Conference on Learning Representations), Singapore

Patents

  • Graph Classification Method and Apparatus based on Augmentation-Aware Representation Learning
    Minjun Kim, Jaehyeon Choi, SeungJoo Lee, Jinhong Jung, and U Kang
    Filed 30th Oct., 2024

Awards and Honors

Projects

  • AI Platform @ Samsung Electronics (May. 2024 - Current)
    "Mixed Precision Quantization of Large Language Models for On-Device Execution"
    Mixed Precision Quantization of LLMs and MLLMs

  • SW-StarLab @ IITP (Jun. 2023 - Current)
    "Model Compression for Deep Neural Networks"
    Few-shot and Zero-shot Quantization of Vision Task Models

  • AI Research Project @ Youlchon Foundation (Jun. 2023 - Current)
    "Advancing Language Models Through Compression of Large Language Models"
    Model Compression of LLMs

Academic Services

Reviewer

  • IJCAI 2025

Teaching Assistant

  • Data Structure (M1522.000900) @ Seoul National University (Spring 2025)
  • Data Mining (M1522.001400) @ Seoul National University (Fall 2024)
  • Machine Learning Course @ HD Hyundai Heavy Industries (Summer 2024)
  • Advanced Data Scientists Course @ LG Electronics (Winter 2024)
  • AI Boosting Camp @ Hyundai Motor Group (Fall 2023, Spring 2024)