Books & Edited Volumes 

1. Co‑Editor (with Dr. Jacques Kpodonu, MD — Beth Israel Deaconess Medical Center & Harvard Medical School) , Artificial Intelligence‑Driven Robotic Surgery – Foundations, Innovations and Future Directions (Springer Nature Switzerland AG, Springer imprint; expected 2026).

Peer-reviewed journal articles († = Corresponding author, S = Students, * = CO-FIRST)

1. Le, M. H. N., Kim, T., Tran, N., Nguyen, P., Luong, T. M. T., The, H. D., Mai, L., Nam, N., Huynh, H., Nguyen, D., Huynh, P. K., Kha, H., Phan, H. H., and Le, N. Q. K. (2025). Performance of AI models in detecting microvascular invasion in hepatocellular carcinoma across multi-modal imaging: A systematic review and meta-analysis (Manuscript No. CLINONC-2025-636) [Manuscript submitted for publication]. Clinical Oncology.

2. Le, M., Kha, H. Q., Nguyen, P. K., Huynh, P. K., Nguyen, D., Huynh, H. H., Le, T. D. T., Tran, N. V., Bui, Q., Pham, T. H., Le, H. H., Duong, T., Le, N. H. H., Vu, L. T., Truong, V. T., Nguyen, T., Duong, C. N., & Le, K. N. Q. (2025). Protective predictors of cardiovascular disease: An explainable AI approach (Manuscript No. AJPH-202550078) [Manuscript submitted for publication]. American Journal of Public Health.

3. Le, M. H. N., Tran, Q. K. L., Nguyen T. H., Huynh, P. K., Nguyen, D., Nguyen, H. Q., Le, N. H. H., Nguyen, K. D., Kha, H. Q., Nguyen, P. K., Le, H. H., Huynh, H. H., Ho, M. D., Nguyen, T., M., Nguyen, Q., Xu, M., Nguyen, Q. K. Le, (2025). OASIS-Net: An Obstetric Adversarial Semi-supervised Image Segmentation Network for Cervical and Fetal Ultrasound Imaging. (Submitted to IEEE Journal of Biomedical and Health Informatics). IF: 7.7.

4. Truong, T.S, Huynh, P. K.†, Hoang, C.S, Do, K.S, Pham, S.S, Lam, H.S, and Le, T. Q.† (2025). SwinNeXt-HAADA: Hierarchical Adaptive Attention-Driven Dual-Stream Architecture for Medical Image Classification. (Submitted to IEEE Journal of Biomedical and Health Informatics). DOI: IF: 7.7.

5. Huynh, P. K.*, Nguyen, D. H.S*, Pari Patel, Mohammad Rahim, Genevive Chang, Heath-Rutledge Jukes, Berke Altiparmak, William Kelly, Andrew-Paul McIntosh, Ariz Keshwani, and Ryan Ahmed (2025). Optimizing Channel Selection for Real-time Wearable EEG Technology in Mental Stress and Attention Monitoring. IEEE Journal of Biomedical and Health Informatics (minor revisions). IF: 7.7.

6. Nguyen, D.S, Hoang, C.S, Truong, T.S, Nguyen, D.S, Sharma, A., Le, T. Q., & Huynh, P. K.†. (2024). Multi-level Phenotypic Models of Cardiovascular Disease and Obstructive Sleep Apnea Comorbidities: A Longitudinal Wisconsin Sleep Cohort Study. PLOS ONE. DOI: 10.1371/journal.pone.0327977. IF: 2.9.

7. Le, M. H. N., Nguyen, P. K., Nguyen, T. P. T., Nguyen, H. Q., Tam, D. N. H., Huynh, H. H., Huynh, P. K. & Le, N. Q. K. (2025). An in-depth review of AI-powered advancements in cancer drug discovery. Biochimica et Biophysica Acta (BBA)-Molecular Basis of Disease, 167680. DOI: 10.1016/j.bbadis.2025.167680. IF: 4.2.

8. Huynh, P. K.*†, Dang NguyenS*, Saloni Patel, Heath Rutledge-Jukes, Akul Gupta, Cameron J. Sabet, Le Van Truong, Anh Q. LeS, Huong Q. LeS, Michael J. Diaz, Saso Ristovski Jr., Twalib Ngoma, Stephan Avery, Wilfred Ngwa. TeleCatalyst: Integrating a Deep Learning-Enabled Phytomedicine Guidebook for Advanced Herbal Identification and Healthcare Solutions in Sub-Saharan Africa. (Submitted to Computer Methods and Programs in Biomedicine). DOI: 10.13140/RG.2.2.27877.20968. IF: 4.9.

9. Huynh, P. K.*†, Nguyen, D. H.S*, Hwang, Bui, V. D. A., K. Y., Le, T. Q., & Phan, H. M (2024). Real-Time Magnetic Tracking and Diagnosis of COVID-19 via Machine Learning. (Submitted to Scientific Reports). DOI: 10.48550/arXiv.2311.00737. IF: 3.8.

10. Huynh, P. K., Nguyen, D. H., & Le, T. Q. (2024). Noise-Robust Optimal Sampling Strategy for Multi-Scale Complex Systems Using Deep Reinforcement Learning. (Submitted to IEEE Transactions on Automation Science and Engineering). DOI: [N/A]. IF: 4.1.

11. Nguyen, D., Shargo, R., Jain, N., Qureshi, Y., Suthaharan, L., Odat, R., Sabet, C., Ansari, M., Khuddus, H.; Huynh, P. K.; Diaz, Michael J.; Kerolle, Reginald; Kontor, Ernest; Davidson, Lindy G. (2025). Community-based evaluation of hypertension awareness and knowledge among underserved Bateyes in the Dominican Republic. Clinical Medicine Insights: Cardiology. DOI: [N/A]. IF: 2.3.

12. Le, M. H. N., Kha, H. Q., Tran, N. M., Nguyen, P. K., Huynh, H. H., Huynh, P. K., Lam, H., & Le, N. Q. K. (2025). Radiomics in Liver Research: A Paradigm Shift in Disease Detection and Staging. European Journal of Radiology Artificial Intelligence. DOI: 10.1016/j.ejrai.2025.100016. IF: 3.2

13. Le, T. B., Nguyen, T. T., Huynh, P. K., & Le, T. Q. (2024). Modal Analysis of Blood Flows in Saccular Aneurysms. Physics of Fluids. DOI: 10.1063/5.0243383. IF: 4.1.

14. Nguyen, D. S, Le, M. H. N. S, Le, T. Q., Charles-Okezie, C., Diaz, M. J., Sabet, C., Dang, H. T., Nguyen, T., Nguyen, H., Tran, M., and Huynh, P. K.†. (2024). Deep Learning-based Integrated System for Intraoperative Blood Loss Quantification in Surgical Sponges. IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2024.3499852. IF: 7.7.

15. Le, T., Huynh, P. K., Sharma, A., Setty, A., Blanchard, M., Ng, H.K.T., Luo, Y. and Le, T., 2024. A narrative review of the relationship between head and neck cancer and obstructive sleep apnea: Clinical studies and statistical analysis. Sleep Medicine Reviews, p.102010. DOI: 10.1016/j.smrv.2024.102010. IF: 11.2.

16. Huynh, P. K.*, Singh, P.*, Nguyen, D., Le, T. Q., & Moreno, W. (2024). Leveraging Multi-Criteria Integer Programming Optimization for Effective Team Formation. IEEE Transactions on Learning Technologies. DOI: 10.1109/TLT.2024.3401734. IF: 4.26.

17. Le, T. Q., Huynh, P. K., & Tomaselli, L. (2023). Navigating the night: evaluating and accessing wearable sleep trackers for clinical use. Sleep, zsad319. DOI: 10.1093/sleetp/zsad319. IF: 5.3.

18. Ambardar, S., Binder, G., Huynh, P. K., Nguyen, D., Hrim, H., Le, T. Q., & Voronine, D. V (2023). Surface‐enhanced Raman imaging of intact cancer cell membrane on a rough aluminum substrate. Journal of Raman Spectroscopy, 54(9), 940. DOI: 10.1002/jrs.6562. IF: 3.13.

19. Huynh, P. K.; Nguyen, D.; Binder, G.; Ambardar, S.; Le, T. Q.; Voronine, D. V. (2023). Multifractality in Surface Potential for Cancer Diagnosis. The Journal of Physical Chemistry B 2023, 127, 6867-6877. DOI: 10.1021/acs.jpcb.3c01733. IF: 3.47.

20. Huynh, P. K., Setty, A. R., Le, T. B., & Le, T. Q. (2022). A noise-robust Koopman spectral analysis of an intermittent dynamics method for complex systems: a case study in pathophysiological processes of obstructive sleep apnea. IISE Transactions on Healthcare Systems Engineering, 1-16. DOI: 10.1080/24725579.2022.2141379. IF: 1.54.

21. Huynh, P. K., Setty, A. R., Tran, Q. M., Yadav, O. P., Yodo, N., & Le, T. Q. (2022). A domain-knowledge modeling of hospital-acquired infection risk in healthcare personnel from retrospective observational data: A case study for COVID-19. Plos one, 17(11), e0272919. DOI: 10.1371/journal.pone.0272919. IF: 2.9.

22. Mead, M. P., Huynh, P., Le, T. Q., & Irish, L. A. (2022). Temporal associations between daytime napping and nocturnal sleep: an exploration of random slopes. Annals of Behavioral Medicine. DOI: 10.1093/abm/kaac006. IF: 3.6. 

23. Huynh, P. K., Setty, A., Phan, H., & Le, T. Q. (2021). Probabilistic domain-knowledge modeling of disorder pathogenesis for dynamics forecasting of acute onset. Artificial intelligence in medicine, 115, 102056. DOI: 10.1016/j.artmed.2021.102056. IF: 6.1. 

Conference proceedings

1. Huynh, P. K., P. Huynh, D. Nguyen, Kpodonu, J., Azucena, J., Prioli, J. P. J., Namazi, H., and Apatika, A., "Retrieval‑Verified Trust Envelopes: Hallucination‑Safe Brain Tumor Classification with Frozen Large Language Models," The 2nd International Conference on Health Science and Technology 2025 (ICHST-2025), Vietnam.

2. Huynh, X. L., Pham, T., Minh, D. C., Nguyen, Q. K., Nguyen, T. B., Quan, N. D., Le, J. M., Huynh, P. K., and Vu, M. (2025). Lightweight dual-task framework for semi-supervised lesion segmentation with knowledge distillation from SAM [Conference paper submitted for presentation]. Tenth ISIC Skin Image Analysis Workshop (ISICW 2025) at MICCAI 2025, Daejeon, Republic of Korea.

3. Huynh, P. K., Kpodonu, J., Le, M. H. N., Nguyen, D., Huynh, P., Phan, T. Q., Olaniran, O. H., Tran, T., Rutledge-Jukes, H., Xu, Y., & Nguyen, D. H. (2025), “3‑D TEE Mitral Valve Segmentation and Mesh Reconstruction with Real‑Time Quality Assurance,” IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI’25).

4. Truong, T., Huynh, P. K., Nakase-richardson, R., Le., T. Q., "Spectral Complexity and Instability as EEG Biomarkers of Sleep Apnea in Traumatic Brain Injury," The 2nd International Conference on Health Science and Technology 2025 (ICHST-2025), Vietnam.

5. A. Le, Huynh, P. K., O. P. Yadav, H. Pirim, C. Le, and T. Q. Le, "Graph-Based Spatiotemporal Hotspot Detection for Cascading Power-Grid Failures," 2026 Annual Reliability and Maintainability Symposium (RAMS), Las Vegas, NV, USA, 2026.

6. Y. Yong, Huynh, P. K., and Y. Xu, "Dual-Regulator Conformal Prediction for Medical Digital-Twin Uncertainty," 2026 Annual Reliability and Maintainability Symposium (RAMS), Las Vegas, NV, USA, 2026.

7. Huynh, P. K., A. Le, O. P. Yadav, H. Nguyen, Y. Xu, and T. Q. Le, "Digital Twin for Real-Time Distribution Control with Physics-Informed LSTM," 2026 Annual Reliability and Maintainability Symposium (RAMS), Las Vegas, NV, USA, 2026.

8. Huynh, P. K., T. Truong, P. Huynh, J. Kpodonu, and T. Q. Le, "Ontology Guided Neuro Symbolic Framework for Explainable Glioma MRI Analysis," 2026 Annual Reliability and Maintainability Symposium (RAMS), Las Vegas, NV, USA, 2026.

9. Huynh, P. K., C. Hoang, T. Truong, D. Nguyen, and T. Q. Le, "Multi-Scale System Reliability Analysis of Multi-Layered Network Infrastructures," 2025 Annual Reliability and Maintainability Symposium (RAMS), Miramar Beach, FL, USA, 2025. DOI: 10.1109/RAMS48127.2025.10935270.

10. Huynh, P. K., P. Huynh, O. P. Yadav, H. Pirim, C. Le, and T. Q. Le, "Transformer-Based Prognostic Modeling for Smart Grid Health Monitoring," 2025 Annual Reliability and Maintainability Symposium (RAMS), Miramar Beach, FL, USA, 2025. DOI: 10.1109/RAMS48127.2025.10935025.

11. A. Le, Huynh, P. K., C. Le, H. Pirim, C. Le, O. P. Yadav, and T. Q. Le, "Multi-Scale Temporal Analysis for Failure Prediction in Energy Systems," 2025 Annual Reliability and Maintainability Symposium (RAMS), Miramar Beach, FL, USA, 2025. DOI: 10.1109/RAMS48127.2025.10935083.

12. Huynh, P. K., G. Singh, O. P. Yadav, T. Q. Le, and C. Le, "Unsupervised Anomaly Detection in Electric Power Networks Using Multi-Layer Auto-encoders," 2024 Annual Reliability and Maintainability Symposium (RAMS), Albuquerque, NM, USA, 2024. (SRE Stan Ofsthun Best Student Paper Award https://www.sre.org/rams-best-paper-award.html, and IISE QCRE Division William A. Golomski Best Paper Award https://www.iise.org/Details.aspx?id=34901). DOI: 10.1109/RAMS51492.2024.10457681.

13. Huynh, P. K., M. Rahman, O. P. Yadav, T. Q. Le, and C. Le, "Assessing Robustness and Vulnerability in Interdependent Network Infrastructure: A Multilayer Network Approach," 2024 Annual Reliability and Maintainability Symposium (RAMS), Albuquerque, NM, USA, 2024. DOI: 10.1109/RAMS51492.2024.10457643.

14. Ngo, H. Q. T., Nguyen, L. D., Huynh, P. K., Le, T. Q., & Yan, J. (2023, December). Investigation on Monitoring Personal Health via Internet of Things-Based Wearable Device. In EAI International Conference on Renewable Energy and Sustainable Manufacturing (pp. 693-704). Cham: Springer Nature Switzerland. DOI: 10.1007/978-3-031-60154-5_44.

15. Le, T. B., Nguyen, T., Huynh, P. K., & Le, T. Q. (2023, April). Surrogate Models of Blood Flow Dynamics in Brain Aneurysms Using Dynamic Mode Decomposition. In Frontiers in Biomedical Devices (Vol. 86731, p. V001T02A006). American Society of Mechanical Engineers. DOI: 10.1115/DMD2023-8522.

16. Huynh, P. K., A. A. Alqarni, O. P. Yadav and T. Q. Le, "A Physics-informed Latent Variables of Corrosion Growth in Oil and Gas Pipelines," 2023 Annual Reliability and Maintainability Symposium (RAMS), Orlando, FL, USA, 2023, pp. 1-7. (SRE Doug Ogden Best Paper Award https://www.sre.org/rams-best-paper-award.html, IISE QCRE Division William A. Golomski Best Paper Award https://www.iise.org/Details.aspx?id=34901, and Thomas L. Fagan RAMS Best Student Paper Award). DOI: 10.1109/RAMS51473.2023.10088241.

17. A. A. Alqarni, Huynh, P. K., O. P. Yadav, T. Q. Le, and Y. Huang, "Multi-sensor Corrosion Growth Modeling with Latent Variables Using Hierarchical Clustering and Vector Autoregression Model," 2023 Annual Reliability and Maintainability Symposium (RAMS), Orlando, FL, USA, 2023, pp. 1-6, doi: 10.1109/RAMS51473.2023.10088257. DOI: 10.1109/RAMS51473.2023.10088257.

18. Huynh, P. K., Irish, L., Yadav, O. P., Setty, A., & Le, T. Q. (2022, January). Causal Inference in Longitudinal Studies Using Causal Bayesian Network with Latent Variables. In 2022 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-7). IEEE. DOI: 10.1109/RAMS51457.2022.9893992.

19. Huynh, P. K., Bui, C. T., Phan, H. T., Le, T. Q., & Van Toi, V. (2018, June). Developing Neural-fuzzy-based Unscented Kalman Filter Algorithm for Atrial Fibrillation Onset Prediction. In International Conference on the Development of Biomedical Engineering in Vietnam (pp. 119-125). Springer, Singapore. IFMBE Proceedings. DOI: 10.1007/978-981-13-5859-3_20.

Book chapters

1. Tien T. TruongS, Thang T. TruongS, Bao Ngoc V. TranS, Dang NguyenS, Amer Harky, Huynh, P. K. †. "Integrating Advanced Sensing Technologies and AI for Predicting Cardiovascular Risks: A Data-Driven Approach in Modern Healthcare." Book chapter 11 in the book Cutting-Edge Diagnostic Technologies in Cardiovascular Diseases: Towards Data-Driven Smart Health Care.

2. Huynh, P. K.†, Dang NguyenS, Haipeng Liu, Shriya Marahatta, Olabiyi Olaniran, Duy Nguyen, Tien T. Truong, Phi Huynh, Ariz Keshwani, Joao P. J. Prioli, Jose Azucena, Rahul Gorijavolu, Dinh H. Nguyen, and Jacques Kpodonu. "Wearable Systems for Real-Time Disease Diagnosis and Predictive". Book chapter 13 in the book Non-stationary and Nonlinear Data Processing for Automated Computer-aided Medical diagnosis.

Patents

1. "Deep Learning-Driven System for Surgical Sponge Tracking and Intraoperative Blood Loss Measurement" Nguyen, D., & Huynh, P. K., US Patent Application No. 63/616773, filed Jan 1st, 2024.

2. "Noise-robust sleep apnea diagnostic system and related methods" Le, T. Q., & Huynh, P. K., US Patent No. 18506896, published on 2024/09/26.

3. "Differentiation of an intact cancer cell membrane with raman imaging" Voronine, D. V., Huynh, P. K., Nguyen, D., Binder, G., Ambardar, S., US Patent Application No. 18/627805, published on 2024/10/10.

4. "Multifractal analysis of surface potential for cancer diagnosis" Voronine, D. V., Huynh, P. K., Nguyen, D., Binder, G., Ambardar, S., & Le, T. Q., US Patent Application, Feb 2023.

Abstracts

1. Nguyen, D., Nguyen, D., Rutledge-Jukes, H., Vinh, T., Lin, J. C., Olaniran, O. H., Jain, U., Le, M. H. N., Kpodonu, J., and Huynh, P. K. (2025). Phenotype-based machine learning approach for enhancing long-term cardiovascular disease mortality risk stratification in obstructive sleep apnea: A longitudinal cohort study [Poster presentation]. American Heart Association Scientific Sessions, Chicago, IL, United States.

2. Nguyen, D. S, Truong, L. V., Zhong, A., Minh, T. H., LeS, T., Vinh, T., Lin, J., Jain, U., Ton, B., Le, M., Tran, T. Q., Olaniran, O., Marzouk, S., Huynh, P. K. †, and Kpodonu, J. † (2025, November). Global development assistance for cardiovascular disease in low- and middle-income countries, 2007–2023 [Poster presentation]. American Heart Association Scientific Sessions, Chicago, IL, United States.

3. Nguyen, D. S, Truong, T., Rutledge-Jukes, H., Phan Quang, T., Le, M. H. N., Vinh, T., Sadek, C., Marzouk, S., Lin, J. C., Tran, T. Q. M., Olaniran, O. H., Nguyen, D. H., and Kpodonu, J. (2025). Real-time deep-learning segmentation of left-heart chambers on transthoracic echocardiography for mitral-valve functional assessment (Abstract No. 13567). Mitral Conclave 2025, American Association for Thoracic Surgery, New York, NY, United States.

4. Le, M.H.N., Kim, T.V., Dang, H.T., Tran, N.M., Nguyen, P., Luong, T.M.T., Luu, M.N., Nguyen, N.H., Huynh, H.H., Nguyen, D., and Huynh, P. K., 2025. Accuracy of artificial intelligence models integrating machine learning and deep learning in detecting microvascular invasion in liver cancer: A systematic review and meta-analysis. Journal of Clinical Oncology, 43(16_suppl), pp.e16184-e16184. DOI: 10.1200/JCO.2025.43.16_suppl.e16184.

5. Nguyen, D., Qureshi, Y., Iheagwaram, C., Taha, A.M., Diaz, M., Ahmed, R., Patel, P., Huda, S.S., Das, A., Huynh, P. K., and Ansari, M., 2024. Comparative Outcomes of Thoracic Endovascular Aortic Repair (TEVAR) and Surgical Management for Type A and Type B Intramural Hematomas: A Single-Center Retrospective Cohort Study. Journal of the American College of Cardiology, 83(13_Supplement), pp.934-934. DOI: 10.1016/S0735-1097%2824%2902924-3.