This record is current as of August 2026. Author names, publication status, venues, and identifiers are synchronized with my academic CV.

Accepted / To Appear

  • Van Tien Nguyen and Panagiotis P. Markopoulos, “VQBR: Variational Quantum Bayesian Regression via Measurement-Based MAP Direction Recovery,” to appear in Proceedings of the 2026 IEEE International Conference on Quantum Computing and Engineering (QCE), Quantum Machine Learning Technical Papers Track, Toronto, ON, Canada, Sept. 2026. Accepted.
  • Van Tien Nguyen and Panagiotis P. Markopoulos, “Parameter-Efficient Multilinear Readout for Quantum Reservoir Computing,” Workshop on Quantum Machine Learning at IEEE Quantum Week 2026 (QML@QCE), Toronto, ON, Canada, Sept. 2026. Accepted for speed presentation and poster; to appear in workshop proceedings.
  • Van Tien Nguyen, Mayur Dhanaraj, and Panagiotis P. Markopoulos, “Depth- and Rank-Selective Multilinear Transformation Layers for Compact CNNs,” 60th Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 2026. Accepted.

Peer-Reviewed Conference Papers

  • Van Tien Nguyen and Panagiotis P. Markopoulos, “Quantum-Based Tensor Contraction Layers,” in Machine Learning from Challenging Data 2026, Proc. SPIE, Vol. 14030, Paper No. 140300I, 2026. doi:10.1117/12.3098024
  • M. Tran, T. Pham, V. T. Nguyen, T. Do, and T. N. Duc, “A robust framework for mathematical formula detection,” 2021 International Conference on Multimedia Analysis and Pattern Recognition (MAPR), 2021, pp. 1-6. doi:10.1109/MAPR53640.2021.9585197

Preprints and Manuscripts in Revision

  • Van Tien Nguyen and Panagiotis P. Markopoulos, “Quantum Tensor Decomposition: A Review of Foundations, Algorithms, Challenges, and Future Directions,” manuscript in preparation, 2026.
  • Mayur Dhanaraj*, Van Tien Nguyen*, and Panagiotis P. Markopoulos, “Adaptive Low-Rank Multilinear Transformations for Compact Convolutional Neural Networks,” manuscript in revision for resubmission to IEEE Transactions on Artificial Intelligence, 2026.
    *Equal contribution. Supported by NSF Award 2332744.
  • Van Tien Nguyen and Panagiotis P. Markopoulos, “Quantum Optimization for Adaptive Low-Rank CP Decomposition,” manuscript in revision, 2026.

Patents and Inventions

  • “Quantum-to-Classical Ambiguity Resolution (QCAR),” UT San Antonio invention disclosure, 2026.
  • “Detecting ships in distress based on optical satellite images and automatic identification system (AIS) signals,” Vietnamese Patent, Jan. 2023.