2 citations · 2 across the 5 of their papers we have counts for
6 papers
DDQN-MLP: An Explainable and Adversarially Robust DRL-Guided Adaptive Learning Framework for Ransomware Detection
Jannatul Ferdous, Rafiqul Islam, Arash Mahboubi +1
Ransomware detection remains challenging because modern variants exhibit diverse, evasive, and partly benign-like behaviors that undermine fixed supervised learning objectives. Thi…
SA-DRL: Security-Aware Deep Reinforcement Learning for Ransomware Detection with Asymmetric Reward Design
Jannatul Ferdous, Rafiqul Islam, Md Zahidul Islam
Ransomware detection is a security-critical task in which false negatives and false positives have unequal operational consequences. Conventional machine learning detectors often u…
Auditable Machine Unlearning for Privacy-Compliant Ransomware Detection Using Multi-Shard SISA and Deep Reinforcement Learning
Jannatul Ferdous, Rafiqul Islam, Md Zahidul Islam
Ransomware poses an escalating cybersecurity threat as attackers continuously modify behavioral patterns to evade static defenses. Although existing machine learning-based detector…
TL-RL-FusionNet: An Adaptive and Efficient Reinforcement Learning-Driven Transfer Learning Framework for Detecting Evolving Ransomware Threats
Jannatul Ferdous, Rafiqul Islam, Arash Mahboubi +1
Modern ransomware exhibits polymorphic and evasive behaviors by frequently modifying execution patterns to evade detection. This dynamic nature disrupts feature spaces and limits t…
Privacy-Aware Machine Unlearning with SISA for Reinforcement Learning-Based Ransomware Detection
Jannatul Ferdous, Rafiqul Islam, Md Zahidul Islam
Ransomware detection systems increasingly rely on behavior-based machine learning to address evolving attack strategies. However, emerging privacy compliance, data governance, and…
Malware Resistant Data Protection in Hyper-connected Networks: A survey
Jannatul Ferdous, Rafiqul Islam, Maumita Bhattacharya +1
Data protection is the process of securing sensitive information from being corrupted, compromised, or lost. A hyperconnected network, on the other hand, is a computer networking t…