2026 · RESEARCH RECOGNITION
Enterprise Special Prize
NTU–IBM Quantum Hub Qiskit Hackathon 2026
Taiwan | August 2026
Project
Quantum Deep Q-Network Using Variational Quantum Circuits for Reinforcement Learning.
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Featured PhD research · 2023–2026
Five awards recognizing PhD research in quantum computing and machine learning, spanning hackathon projects, a conference paper, and a research poster.
Explore the research milestones
2026 · RESEARCH RECOGNITION
NTU–IBM Quantum Hub Qiskit Hackathon 2026
Taiwan | August 2026
Project
Quantum Deep Q-Network Using Variational Quantum Circuits for Reinforcement Learning.
2025 · RESEARCH RECOGNITION
AIxMHC 2025
2025
Awarded paper · EI conference
Enhancing the Performance and Speed of Quantum Support Vector Classifier via Neural Quantum Embedding and Tensor Network
Astuti, A., Li, T.-Y., See, S., & Ng, K.-L. (2025). Second International Conference on Artificial Intelligence for Medicine, Health and Care (AIxMHC), 50–53.
Related publication · EI conference
Scalable Quantum Molecular Generation via GPU-Accelerated Tensor-Network Simulation
Xiao, Y.-C., Chang, J.-Y., Kuo, T.-L., Astuti, A., Wu, S.-C., Ng, K.-L., Wang, Y.-Y., Chen, Y.-Z., Chen, N.-Y., & Li, T.-Y. (2026). International Conference on Quantum Communications, Networking, and Computing (QCNC), 852–856. Kobe, Japan.
2025 · RESEARCH RECOGNITION
QRACON Poster Competition
August 2025
Awarded poster
Enhancing the Performance and Speed of Quantum Support Vector Classifier via Neural Quantum Embedding and Tensor Network.
2024 · RESEARCH RECOGNITION
NTU–IBM Quantum Hub Qiskit Hackathon
Taiwan | August 2024
Project
Improved Quantum Image Encoding for Quantum Machine Learning with an Information Mixer.
2023 · RESEARCH RECOGNITION
NTU–IBM Quantum Hub Qiskit Hackathon
Taiwan | August 2023
Project
Quantum Kernel Optimization with Classical Machine Learning