교수
임치현 교수
- Science Building Ⅳ #321
- arachon@postech.ac.kr
- +82-(0)54-279-2206
- 박사학위포항공과대학교 (산업경영공학)
- 연구분야시계열 학습 기술 연구 및 산업·의료 AI 개발 응용, 맞춤형 생성 기술 연구 및 LLM 에이전트 개발 응용, AI를 활용한 실세계 문제 해결
- 연구실서비스지능 연구실
소개
학력
- 포항공과대학교 (통합-산업경영공학과)
- 포항공과대학교 (학사-산업경영공학과)
주요경력
- Department of Industrial Engineering and Graduate School of Artificial Intelligence, UNIST_Associate Professor, Assistant Professor
- School of Engineering, University of California_Assistant Project Scientist & Lecturer
- Postdoctoral Researcher & Military-service-exempted Researcher_Department of Industrial and Management Engineering, POSTECH
전문분야
- Timeseries self-supervised learning
- Controlled sequence generation
- AI applications for industry and society
- Service science
Key Papers
- Seo, H. and Lim, C., "ST-MTM: Masked Time Series Modeling with Seasonal-Trend Decomposition for Time Series Forecasting," Proceedings of the 31st ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD), August 3 - 7, 2025.
- Cho, H. and Lim, C., "Multistage Net: Learning Continuous Multistage Manufacturing Processes of Liquid Products without Intermediate Output and Lead Time Labels," IEEE Transactions on Industrial Informatics, Vol. 20, No. 12, 13765-13775, 2024.
- Lee, C., Kim, S., Lim, C., Kim, J., Kim, Y. and Jung, M., "Diet Planning with Machine Learning: Teacher-forced REINFORCE for Composition Compliance with Nutrition Enhancement," Proceedings of the 27th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD), August 14 - 18, 2021.