01Quantum machine learning
Mutual Information Maximizing Quantum GANs
Designing quantum generative adversarial networks that maximize mutual information to stabilize training and improve sample fidelity (Scientific Reports 15, 32835, 2025).
02Quantum neural networks
Disentangled Quantum Neural Networks
Building disentangled quantum neural networks for unified estimation of quantum entropies and distance measures (Physical Review A 110, 062418, 2024).
03Portfolio research
AI-based ETF Managing
Developing transformer-based time-series models for low-cost ETF portfolio management and index tracking, extending AI-based ETF portfolio research from NCSOFT internship and competition work toward liquidity-aware strategies.