Publications

In Progress

Thanh Nguyen and Jacob L. Cybulski (2023): "Training Variational Quantum Models with Barren Plateaus Mitigation Strategies." In Preparation for journal submission (Advanced Draft).
Thanh Nguyen et. al. (2025): "Physic informed Quantum Machine Learning: Solving simple Harmonic Oscillation PDE." In Preparation of Papers for IEEE TRANSACTIONS and JOURNALS (Advanced Draft).

Cybulski, J.L., Nguyen, T. Impact of barren plateaus countermeasures on the quantum neural network capacity to learn. Quantum Inf Process 22, 442 (2023). https://doi.org/10.1007/s11128-023-04187-8 .
[Online] [Pre-Print]

Thanh Nguyen and Jacob L. Cybulski: "Investigation of Barren Plateaus in Quantum Neural Network Development." Presented at 10th International Congress on Industrial and Applied Mathematics (ICIAM 2023), Waseda University, Tokyo, Japan, August 20-25, 2023.
Cong, T.N.N., Thi, H.L. (2024). Variational Quantum Algorithms in Anomaly Detection, Fraud Indicator Identification, Credit Scoring, and Stock Price Prediction. In: Yang, XS., Sherratt, S., Dey, N., Joshi, A. (eds) Proceedings of Ninth International Congress on Information and Communication Technology. ICICT 2024 2024. Lecture Notes in Networks and Systems, vol 1003. Springer, Singapore. https://doi.org/10.1007/978-981-97-3302-6_39.
Cong, T.N.N., Thi, H.L. (2024). Variational Quantum Algorithms in Finance. In: Yang, XS., Sherratt, S., Dey, N., Joshi, A. (eds) Proceedings of Ninth International Congress on Information and Communication Technology. ICICT 2024 2024. Lecture Notes in Networks and Systems, vol 1002. Springer, Singapore. https://doi.org/10.1007/978-981-97-3299-9_2.