JANNATUL FERDOUS (Preferred)
JANNATUL FERDOUS
PhD student, School of Computing, Mathematics and Engineering, Charles Sturt University
- Joined December 2025
Names
Emails
****@csu.edu.au (Confirmed)
Personal Links
Career & Education History
PhD student
School of Computing, Mathematics and Engineering, Charles Sturt University (csu.edu.au)
2022 – 2026
Advisors, Relations & Conflicts
Expertise
Reinforcement learning enhanced machine unlearning for ransomware detection
2025 – 2026
Hybrid framework of transfer and reinforcement learning based ransomware detection, reinforcement learning based sample reweighting mechanisms
2025 – 2025
Robustness evaluation against adversarial and zero day attacks, developed windows-11 behavioural ransomware dataset using real-time interactive Any.Run Sandbox
2025 – 2025
ML Techniques for Multi-Platform Malware Detection, Malware in PC, Mobile Devices, IoT, and Cloud Environments
2024 – 2025
Transfer learning based ransomware detection, developed ransomware behavioural datasets using Cuckoo Sandbox
2024 – 2025
AI- based ransomware detection
2023 – 2024
Modern malware attack strategies, defense mechanism
2022 – 2023