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sujin-1013/README.md

typing header

Profile views IEEE Access paper ICLR 2026 Workshop

👩‍💻 About me

  • 🔬 Working on efficient AI — making deep learning models lighter and more adaptive through model optimization
  • 📝 IEEE Access 2023 first author · ICLR 2026 Workshop (MM Intelligence) co-author
  • 🌱 Currently exploring multimodal AI and industrial AI for real-world systems
  • 📫 Reach me at popo2419@naver.com

🔬 Research interests

• Efficient and adaptive AI systems
  Multi-task learning, dynamic model optimization, pruning, and parameter-efficient inference

• Multimodal representation learning
  Vision-language models, document understanding, and token/parameter reduction

• Industrial AI and signal intelligence
  PHM, vibration-based fault diagnosis, time-series modeling, and robustness under noise

📄 Publications

Year Paper Venue Affiliation Links
2023 Task-Aware Dynamic Model Optimization for Multi-Task Learning
Choi S., Jin H., Kim E.		 IEEE Access Chung-Ang University DOI Code
2026 Index-Preserving Lightweight Token Pruning for Efficient Document Understanding in Vision-Language Models
Son J., Choi S., Yun I.		 ICLR 2026 Workshop on MM Intelligence · Poster Hana Institute of Technology OpenReview arXiv Code
2026 Asymmetric Memory Retrieval for Training-Free First-Shot Anomalous Sound Detection
Choi S., Yang S., Shin Y.		 IEEE Signal Processing Letters · under review Korea Electronics Technology Institute —

🛠️ Tech Stack

Python PyTorch Transformers NumPy SciPy scikit-learn Jupyter LaTeX Linux Git

Email Repos

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  1. task-aware-DMO task-aware-DMO Public

    Task-Aware Dynamic Model Optimization for Multi-Task Learning (IEEE Access 2023)

    Python

  2. index-preserving-lightweight-token-pruning index-preserving-lightweight-token-pruning Public

    Index-Preserving Lightweight Token Pruning for Efficient Document Understanding in Vision-Language Models (ICLR 2026 Workshop on MM Intelligence, Poster).

    Python

  3. algorithm-practice-python algorithm-practice-python Public

    This is an auto-sync repository for Baekjoon and Programmers problems using [BaekjoonHub](https://github.com/BaekjoonHub/BaekjoonHub).

    Python

  4. LeetCode LeetCode Public

    Collection of LeetCode questions to ace the coding interview! - Created using [LeetHub v2](https://github.com/arunbhardwaj/LeetHub-2.0)

    Python