Publications

2026

1. Heisenberg-limited Hamiltonian learning without short-time control

   Myeongjin Shin, Junseo Lee, and Changhun Oh

   First author Contribution order

   arXiv:2604.27838

   arXiv
2. Certifying and learning local quantum Hamiltonians

   Andreas Bluhm, Matthias C Caro, Francisco Escudero Gutiérrez, and 4 more authors

   Co-author Alphabetical order

   TQC 2026 contributed talk, arXiv:2603.29809

   arXiv

2025

1. Optimal certification of constant-local Hamiltonians

   Junseo Lee and Myeongjin Shin

   Co-author Alphabetical order

   arXiv:2512.09778

   arXiv
2. Bounding quantum uncommon information with quantum neural estimators

   Donghwa Ji, Junseo Lee, Myeongjin Shin, and 2 more authors

   Co-author Contribution order

   Quantum Science and Technology

   DOI
3. Mutual information maximizing quantum generative adversarial networks

   Mingyu Lee, Myeongjin Shin, Junseo Lee, and 1 more author

   Co-author Contribution order

   Scientific Reports

   DOI
4. Near optimal quantum algorithm for estimating Shannon entropy

   Myeongjin Shin and Kabgyun Jeong

   First author Contribution order

   arXiv:2509.07452

   arXiv
5. Resource-efficient algorithm for estimating the trace of quantum state powers

   Myeongjin Shin, Junseo Lee, Seungwoo Lee, and 1 more author

   First co-author Contribution order

   Quantum

   DOI

2024

1. Disentangling quantum neural networks for unified estimation of quantum entropies and distance measures

   Myeongjin Shin, Seungwoo Lee, Junseo Lee, and 4 more authors

   First co-author Contribution order

   Physical Review A

   DOI
2. Estimating quantum mutual information through a quantum neural network

   Myeongjin Shin, Junseo Lee, and Kabgyun Jeong

   First author Contribution order

   Quantum Information Processing

   DOI