5 papers
Explainable Attention-Based LSTM Framework for Early Detection of AI-Assisted Ransomware via File System Behavioral Analysis
Prabhudarshi Nayak, Gogulakrishnan Thiyagarajan, Debashree Priyadarshini +2
Ransomware continues to evolve as one of the most disruptive cyber threats, with recent variants increasingly leveraging automated and AI-assisted techniques to evade traditional s…
Post-quantum Federated Learning: Secure And Scalable Threat Intelligence For Collaborative Cyber Defense
Prabhudarshi Nayak, Gogulakrishnan Thiyagarajan, Ritunsa Mishra +1
Collaborative threat intelligence via federated learning (FL) faces critical risks from quantum computing, which can compromise classical encryption methods. This study proposes a…
Docker under Siege: Securing Containers in the Modern Era
Gogulakrishnan Thiyagarajan, Prabhudarshi Nayak
Containerization, driven by Docker, has transformed application development and deployment by enhancing efficiency and scalability. However, the rapid adoption of container technol…
Securing Credit Inquiries: The Role of Real-Time User Approval in Preventing SSN Identity Theft
Gogulakrishnan Thiyagarajan, Vinay Bist, Prabhudarshi Nayak
Unauthorized credit inquiries are also a central entry point for identity theft, with Social Security Numbers (SSNs) being widely utilized in fraudulent cases. Traditional credit i…
The Hidden Dangers of Outdated Software: A Cyber Security Perspective
Gogulakrishnan Thiyagarajan, Vinay Bist, Prabhudarshi Nayak
Outdated software remains a potent and underappreciated menace in 2025's cybersecurity environment, exposing systems to a broad array of threats, including ransomware, data breache…