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An interdisciplinary researcher with experience in quantum computing, deep learning, medicinal chemistry, and molecular simulation. A licensed pharmacist in Taiwan with hands-on drug discovery, synthesis, clinical pharmacy, and quantum-enhanced bioinformatics experience.
Skills
Experience
Research Assistant — Department of Internal Medicine, Taipei Medical University
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Contributing to a joint Taipei Medical University–Imperial College London collaboration on the “AI-assisted real-time sensing feedback chip for immune drug toxicity analysis” program. Leading optimization of quantum-enhanced analysis pipelines for bioinformatic data and designing approaches to maintain clinical interpretability while leveraging quantum computational advantages for high-dimensional feature extraction. Bridging the medical and quantum teams on problem formulation to ensure research objectives remain clinically relevant while technically feasible with current NISQ hardware.
Research Assistant — Department of Electrophysics, National Yang Ming Chiao Tung University
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Developed GQKAE, an HQKANsformer-based generative eigensolver for QSCI-guided molecular ground-state estimation, achieving approximately 66% reduction in trainable parameters and notable wall-time speedups. Authored QK-LSTM for QAOA, accepted at QCNC 2026, outperforming classical LSTM by achieving perfect parameter transferability and faster convergence with only 43 trainable parameters. Developed LSTM-FC-VQE, published in IEEE Access, accelerating molecular ground-state energy estimation and reducing convergence iterations by a factor of 14 while achieving chemical accuracy.
Technical Director — EntangleTech
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Directed Taiwan’s quantum education platform, officially supported by the Quantum Bear Microlearning Program. Mentored interns, managed and designed the website, and secured the 8th TSMC Udreamer Award and 8th Becoming Aces Award. Authored a comprehensive series of step-by-step quantum computing tutorials guiding learners from zero background to research-ready levels. Regularly published in-depth paper reviews and industry news.
Pharmacist — Clinic
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Pharmacist — Pharmacy
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Managed 80 types of controlled substances and established a simplified system for controlled drug administration and inventory checking. Created and managed the pharmacy’s official LINE account, growing the membership base to 1,000+ users. Established an inventory audit mechanism to improve inventory accuracy and operational reliability. Digitized and systematically archived purchase invoices, significantly reducing the time required to retrieve historical records and troubleshoot discrepancies. Built a medication database for 2,000+ products using a dual-index system based on location codes and active ingredient classifications. Systematized the pharmacy formulary, enabling newly hired pharmacists to independently complete dispensing tasks within two weeks. Provided publicly funded PrEP dispensing services and managed oncology drug donation dispensing services.
Pharmacy Intern — MACKAY Memorial Hospital
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Dispensed prescription medications to patients. Compounded and dispensed TPN. Promoted medication-use safety. Liaised with and proactively developed relationships with a multidisciplinary team, acting as the main point of contact for medicines. Audited and reviewed prescription and repeat prescription policies to improve the quality, safety, and cost-effectiveness of prescribing.
Featured projects
Variational Quantum Attention for Molecular Graph Learning
Quantum Computing · Molecular Graph Learning · Attention
Publication by Y.-C. Lin, Y.-C. Hsu, T.-Y. Li, N.-Y. Chen, S. Y.-C. Chen. arXiv preprint, Sep 2026.
Rethinking Quantum Continual Learning with Quantum Fisher Information
Quantum Continual Learning · Quantum Fisher Information
Publication by Y.-C. Hsu, Y.-C. Lin, T.-Y. Li, N.-Y. Chen, E.-J. Kuo. arXiv preprint, Jul 2026.
Generative Quantum-inspired Kolmogorov-Arnold Eigensolver
Generative quantum eigensolver · transformer · quantum chemistry · quantum machine learning · Kolmogorov– Arnold networks · High-performance computing
Publication by Y.-C. Lin and Y.-C. Hsu, with equal contribution, and collaborators. QCE26, May 2026.
Meta-Learning for Quantum Optimization via Quantum Sequence Model
Meta-Learning · Quantum Optimization · Quantum Sequence Models
Publication by Y.-C. Lin, Y.-C. Hsu, and S. Y.-C. Chen. Presented at the International Conference on Quantum Communications Networking, and Computing (QCNC), April 2026.
Accelerating Parameter Initialization in Quantum Chemical Simulations via LSTM-VQE
LSTM · VQE · Quantum Chemical Simulation
Publication by R.-Y. Chang and Y.-C. Lin, with equal contribution, and collaborators. IEEE Access, Nov 2025.
Entropy Analysis of Spatial Entanglement in Quantum Random Walks
Quantum Random Walks · Spatial Entanglement · Entropy Analysis
Publication by R.-Y. Chang, Y.-C. Lin, and collaborators. Presented at the 28th Annual Quantum Information Processing Conference (QIP), Jan 2025.
NISQ algorithm for simulating open-quantum systems
Variational Quantum State Preparation · Open Quantum Systems · Quantum Circuits
QHack Hackathon project that achieved third rank in the world in Mar 2024. Developed a variational quantum state preparation (VQSP) algorithm to transform classical to quantum states efficiently. The algorithm increased circuit depth linearly with the number of qubits, compared with exponential growth in the conventional method. Applied VQSP in open quantum system simulation to prepare an approximate non-Hermitian operator as a linear combination of unitary operators and evaluate and calculate its expectation.
Education
Taipei Medical University — MS, Pharmaceutical Science
Tajen University — BS, Pharmacy
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