From Hindsight to Foresight: Adapting Reusable Reasoning Structures from Recurring Financial Events
In collaboration with KakaoBank.
About
I am an M.S. student in Industrial Engineering at UNIST, advised by Prof. Yongjae Lee in the Financial Engineering Lab.
Research
My research focuses on AI for finance, spanning decision-focused learning, robust optimization, financial event forecasting, and uncertainty quantification for time series.
- AI for Finance
- Decision-Focused Learning
- Robust Optimization
Publications
Retrieval-Corrected Conformal Prediction for Time Series
LLM-guided Factor Generation for Explainable Coal Price Forecasting
ICAIF ’25 Workshop on Rethinking Financial Time-Series: Foundations, Frontiers, and Future Directions.
Projects
Multi-agent debate for financial decision-making
Multi-agent debate for financial decision prediction and reliability improvement.
Investment-style-customized LLMs
Investment-style-customized language models and market representation for EXAONE-BI.
Collaborative projects at UNIST Financial Engineering Lab. Lab projects
Education & Honors
Deputy Prime Minister and Minister of Science and ICT Award
Presented “Recovering Predictions without Regretting Decisions: A Cone-constrained Prediction Recovery for Decision-Focused Learning”.
Excellence Award
2026 Land and Transport Data Utilization Competition
Korea Transportation Safety Authority Award
B.S. in Industrial Engineering, UNIST
Graduated summa cum laude.
Silver Prize
National Industry-Academia Convergence Project Lab Contest
Silver Prize
4th UNIST–KAIST–POSTECH Data Science Competition