Papers in Progress
- Optimal Investment under Irreversible Consumption and Locally Risk-Seeking Preferences, revised in Journal of Industrial and Management Optimization
- Forward-Looking Predictors and Shapley Screening in Risk Premium Forecasting, submitted
- DeepONet Surrogate Modeling for Interest Rate Option Pricing, Greeks, and Robustness
- Dynamic RP-IPCA: Endogenizing Factor Timing in Latent Factor Models
Integrated PhD program (6)
Papers in Progress
- Physics-Informed Deep Operator Learning for Finite-Horizon Stochastic Optimal Control
Master's student (4+)
Master's Thesis
- Continuous Temporal Difference Learning for Black–Scholes Option Pricing: A Comprehensive Review and Sigma-CTD(1) Implementation
Master's student (4)
Papers in Progress
- DeepONet Surrogate Modeling for Interest Rate Option Pricing, Greeks, and Robustness
Master's Thesis
- Learning the Pricing Operators of Hull-White One-Factor and Two-Factor Interest Rate Models using DeepONet
Master's student (4)
Master's Thesis
- Bankruptcy Anomaly Detection with Residual Deep Compressive Autoencoder
Master's student (3)
Papers in Progress
- Deep Operator Learning for Forecasting Multi-scale Implied Volatility Surfaces
Master's student (2)
Master's student (1)
Papers in Progress
- End-to-End Learning of Asset Betas for Sharpe-Optimal Portfolios
Master's student (1)
Papers in Progress
- Breaking the Dimensional Barrier for Continuous-Time Time-Inconsistent Control via Pontryagin Projection
Master's student (1)
Papers in Progress
- Breaking the Dimensional Barrier for Continuous-Time Time-Inconsistent Control via Pontryagin Projection
Master's student (0)
Papers in Progress
- Breaking the Dimensional Barrier: Scalable Deep Hedging for Multi-Asset Portfolios via Pontryagin Projection
Papers in Progress
- Model-Based Reinforcement Learning for Continuous-Time Delay Systems: A Pontryagin-Guided Direct Policy Optimization Framework
Papers in Progress
- Model-Based Reinforcement Learning with Non-Exponential Discounting: Pontryagin-Guided Direct Policy Optimization in Continuous Time
- Finite-Horizon Stochastic Income and Optimal Policies via Pontryagin-Guided Direct Policy Optimization
Papers in Progress
- Adversarial Time-Series Domain Adaptation for Early-Stage IPO Price Prediction
김태경 (KB증권 퀀트)
이건 (하나증권 퀀트)
김형미 (KB증권 퀀트)
곽영롱 (FN 자산평가)
이하은 (나이스 P&I)
이상현 (FN 자산평가) - 2026년 2월 졸업 예정
본 연구실은 다음과 같은 진로를 희망하는 학생들에게 큰 도움이 될 것입니다.
파생상품 전문가 (석/박사): 채권평가사, 증권사 등에서 파생상품 모델링 및 평가 전문가로 활동하고자 하는 학생
자산 운용 전문가 (석/박사): 자산운용사, 헤지펀드 등에서 투자 포트폴리오 및 자산 운용 전문가로 성장하고자 하는 학생
학계 진출 (박사): 확률제어(Stochastic Control), 금융공학(Financial Engineering) 관련 분야의 학자나 연구원을 목표로 하는 학생
관심이 있다면 jghuh@skku.edu로 연락하여 상담을 받길 바랍니다.