Research

Active research thrusts and focus areas.

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).

Keywords: Quantum machine learning, Generative models, Quantum information

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Disentangled Quantum Neural Networks

Building disentangled quantum neural networks for unified estimation of quantum entropies and distance measures (Physical Review A 110, 062418, 2024).

Keywords: Quantum neural networks, Entropy estimation, Variational algorithms

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Quantum & Systematic Finance Methods

Applying quantum-inspired modeling and AI-based ETF portfolio research from NCSOFT internship and competition work to liquidity-aware strategies.

Keywords: Portfolio research, Quantum finance, Algorithmic trading

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