Security & Adversarial ML Agentic AI Systems Dynamic Ensemble Learning

Firuz Juraev is a combined M.S./Ph.D. student in Computer Science and Engineering at Sungkyunkwan University (SKKU), South Korea. His research interests lie at the intersection of Machine Learning, Federated Learning, and Computer Vision, with a special focus on Multimodal Fusion techniques in the Healthcare domain.

Publications (14)

2026

VisionDES: Robust and Explainable Dynamic Vision Ensemble
Firuz Juraev, Mohammed Abuhamad, Shaker El-Sappagh, Simon S. Woo, Tamer Abuhmed
ACM KDD   Proceedings of the 32nd ACM SIGKDD Co...  ·  08 Aug 2026  ·  doi:10.1145/3770855.3818121
MM-DES: Enhancing Multimodal Clinical Prediction with Joint Contrastive Embeddings and Dynamic Ensembles
Firuz Juraev, Abdenour Soubih, Tamer Abuhmed
Lecture Notes in Computer Science  ·  03 Aug 2026  ·  doi:10.1007/978-3-032-31404-8_18

2024

Unmasking the Vulnerabilities of Deep Learning Models: A Multi-Dimensional Analysis of Adversarial Attacks and Defenses
Firuz Juraev, Mohammed Abuhamad, Eric Chan-Tin, George K. Thiruvathukal, Tamer Abuhmed
2024 Silicon Valley Cybersecurity Con...  ·  17 Jun 2024  ·  doi:10.1109/SVCC61185.2024.10637364
The Impact of Model Variations on the Robustness of Deep Learning Models in Adversarial Settings
Firuz Juraev, Mohammed Abuhamad, Simon S. Woo, George K Thiruvathukal, Tamer Abuhmed
2024 Silicon Valley Cybersecurity Con...  ·  17 Jun 2024  ·  doi:10.1109/SVCC61185.2024.10637362
Integrating Digital Twin Technology with Dynamic Ensemble Learning for Sepsis Prediction in Intensive Care Units
Amirhossein Danesh, Firuz Juraev, Shaker El-Sappagh, Tamer Abuhmed
지능정보연구  ·  01 Jun 2024  ·  doi:http://dx.doi.org/10.13088/jiis.2024.30.2.025
From Attack to Defense: Insights into Deep Learning Security Measures in Black-Box Settings
Firuz Juraev, Mohammed Abuhamad, Eric Chan-Tin, George K. Thiruvathukal, Tamer Abuhmed
arXiv  ·  06 May 2024  ·  arxiv:2405.01963
Impact of Architectural Modifications on Deep Learning Adversarial Robustness
Firuz Juraev, Mohammed Abuhamad, Simon S. Woo, George K Thiruvathukal, Tamer Abuhmed
arXiv  ·  06 May 2024  ·  arxiv:2405.01934
Explainable Dynamic Ensemble Framework for Classification Based on the Late Fusion of Heterogeneous Multimodal Data
Firuz Juraev, Shaker El-Sappagh, Tamer Abuhmed
Intelligent Systems and Applications  ·  01 Jan 2024  ·  doi:https://doi.org/10.1007/978-3-031-47715-7_38

2022

Multilayer dynamic ensemble model for intensive care unit mortality prediction of neonate patients
Firuz Juraev, Shaker El-Sappagh, Eldor Abdukhamidov, Farman Ali, Tamer Abuhmed
Journal of Biomedical Informatics  ·  01 Nov 2022  ·  doi:10.1016/j.jbi.2022.104216  ·  PMID: 36208833
Black-box and Target-specific Attack Against Interpretable Deep Learning Systems
Eldor Abdukhamidov, Firuz Juraev, Mohammed Abuhamad, Tamer Abuhmed
Proceedings of the 2022 ACM on Asia C...  ·  30 May 2022  ·  doi:10.1145/3488932.3527283
Depth, Breadth, and Complexity: Ways to Attack and Defend Deep Learning Models
Firuz Juraev, Eldor Abdukhamidov, Mohammed Abuhamad, Tamer Abuhmed
Proceedings of the 2022 ACM on Asia C...  ·  30 May 2022  ·  doi:10.1145/3488932.3527278
Sentiment Analysis of Users’ Reactions on Social Media during the Pandemic
Eldor Abdukhamidov, Firuz Juraev, Mohammed Abuhamad, Shaker El-Sappagh, Tamer AbuHmed
Electronics  ·  22 May 2022  ·  doi:10.3390/electronics11101648

2021

An Exploration of Geo-temporal Characteristics of Users' Reactions on Social Media During the Pandemic
Eldor Abdukhamidov, Firuz Juraev, Mohammed Abuhamad, Tamer AbuHmed
arXiv  ·  25 Mar 2021  ·  arxiv:2103.13032
AdvEdge: Optimizing Adversarial Perturbations Against Interpretable Deep Learning
Eldor Abdukhamidov, Mohammed Abuhamad, Firuz Juraev, Eric Chan-Tin, Tamer AbuHmed
Lecture Notes in Computer Science  ·  01 Jan 2021  ·  doi:10.1007/978-3-030-91434-9_9

All of Firuz Juraev's papers on the Publications page