Faria Nawshin

According to our database, Faria Nawshin authored at least 7 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Novel defense strategies for concurrent data and model poisoning attacks in federated learning.

Faria Nawshin, Devrim Unal, Ponnuthurai N. Suganthan

Knowl. Based Syst., 2026

Robust Android malware detection against obfuscation and adversarial attacks using RGB Markov images and deep ensemble learning.

Kawthar Chakif, Faria Nawshin, Devrim Unal

Knowl. Based Syst., 2026

2025

A Novel Genetic Algorithm Optimized Adversarial Attack in Federated Learning for Android-Based Mobile Systems.

Faria Nawshin, Devrim Unal, Mohammad Hammoudeh, Ponnuthurai N. Suganthan

IEEE Trans. Consumer Electron., August, 2025

2024

Malware detection for mobile computing using secure and privacy-preserving machine learning approaches: A comprehensive survey.

Faria Nawshin, Radwa Gad, Devrim Unal, Abdulla Khalid Al-Ali, Ponnuthurai N. Suganthan

Comput. Electr. Eng., 2024

AI-powered malware detection with Differential Privacy for zero trust security in Internet of Things networks.

Faria Nawshin, Devrim Unal, Mohammad Hammoudeh, Ponnuthurai N. Suganthan

Ad Hoc Networks, 2024

A Defense Mechanism Against LOKI Attacks in Federated Learning for Enhancing Big Data Privacy in Mobile Systems.

Faria Nawshin, Devrim Unal, Ponnuthurai N. Suganthan

Proceedings of the IEEE International Conference on Big Data, 2024

Assessing the Effect of Model Poisoning Attacks on Federated Learning in Android Malware Detection.

Faria Nawshin, Romain Arnal, Devrim Unal, Ponnuthurai N. Suganthan, Lionel Touseau

Proceedings of the Cognitive Models and Artificial Intelligence Conference, 2024