Publications

2024

CroSSHeteroFL: Cross-Stratified Sampling Composition-Fitting to Federated Learning for Heterogeneous Clients

Vo Phuc Tinh, Hoang Hai Son, Nguyen Hoang Nam, Duc Ngoc Minh Dang, Duy-Dong Le, Thai-Binh Nguyen, Thanh-Qui Pham, Van-Luong Nguyen, Duy-Thanh Huynh, Tran Anh Khoa.

IEEE Access

Full paper

January 2023

Training Performance Indications for Amateur Athletes Based on Nutrition and Activity Lifelogs

Phuc-Thinh Nguyen, Minh-Son Dao, Michael A. Riegler, Rage Uday Kiran, Thai-Thinh Dang, Duy-Dong Le, Kieu-Chinh Nguyen-Ly, Thanh-Qui Pham, Van-Luong Nguyen.

Algorithms

Full paper

2023

A Network Traffic Mutation Based Ontology, and Its Application to 5G Networks

Zujany Salazar, Fatiha Zaïdi, Huu Nghia Nguyen, Wissam Mallouli, Ana Rosa Cavalli, Edgardo Montes de Oca

IEEE Access, Vol. 11, 2023

Full paper

2023

Novel Modeling and Optimization for Joint Cybersecurity-vs-QoS Intrusion Detection Mechanisms in 5G Networks

Arash Bozorgchenani, Charilaos C. Zarakovitis, Su Fong Chien, Wissam Mallouli, Qiang Ni

Computer Networks, 2023

Full paper

2023

Toward Deterministic Communications in 6G Networks: State of the Art, Open Challenges and the Way Forward

Edgardo Montes de Oca, Ana Rosa Cavalli, and others

IEEE Access, Vol. 11, 2023

Full paper

2023

The Role of Machine Learning in Cybersecurity

Giovanni Apruzzese, Pavel Laskov, Edgardo Montes de Oca, Wissam Mallouli, Luis Burdalo Rapa, Athanasios Vasileios Grammatopoulos, Fabio Di Franco

ACM Digital Threats: Research and Practice (DTRAP), 4(1), 2023

Full paper

2023

A Deep Learning Anomaly Detection Framework with Explainability and Robustness

Manh-Dung Nguyen, Anis Bouaziz, Valeria Valdés, Ana Rosa Cavalli, Wissam Mallouli, Edgardo Montes de Oca

18th International Conference on Availability, Reliability and Security (ARES 2023)

Full paper

2023

HTTP/2 Attacks Generation using 5Greplay

Francesco G. Caccavale, Huu Nghia Nguyen, Ana R. Cavalli, Edgardo Montes de Oca, Wissam Mallouli

18th International Conference on Availability, Reliability and Security (ARES 2023)

Full paper

2023

Study on Adversarial Attacks Techniques, Learning Methods and Countermeasures: Application to Anomaly Detection

Anis Bouaziz, Manh-Dung Nguyen, Valeria Valdés, Ana Rosa Cavalli, Wissam Mallouli

18th International Conference on Software Technologies (ICSOFT 2023)

Full paper

2023

A Comprehensive P4-based Monitoring Framework for L4S leveraging In-band Network Telemetry

Huu Nghia Nguyen, Bertrand Mathieu, Marius Letourneau, Guillaume Doyen, Stéphane Tuffin, Edgardo Montes de Oca

IEEE/IFIP Network Operations and Management Symposium (NOMS 2023)

Full paper