Microservice vulnerability analysis: A literature review with empirical insights

RK Jayalath, H Ahmad, D Goel, MS Syed… - IEEE Access, 2024 - ieeexplore.ieee.org
Microservice architectures are revolutionizing both small businesses and large corporations,
igniting a new era of innovation with their exceptional advantages in maintainability …

Chatnvd: Advancing cybersecurity vulnerability assessment with large language models

S Chopra, H Ahmad, D Goel, C Szabo - arxiv preprint arxiv:2412.04756, 2024 - arxiv.org
The increasing frequency and sophistication of cybersecurity vulnerabilities in software
systems underscore the urgent need for robust and effective methods of vulnerability …

A survey on immersive cyber situational awareness systems

H Ahmad, F Ullah, R Jafri - arxiv preprint arxiv:2408.07456, 2024 - arxiv.org
Cyber situational awareness systems are increasingly used for creating cyber common
operating pictures for cybersecurity analysis and education. However, these systems face …

Machine Learning Driven Smishing Detection Framework for Mobile Security

D Goel, H Ahmad, AK Jain, NK Goel - arxiv preprint arxiv:2412.09641, 2024 - arxiv.org
The increasing reliance on smartphones for communication, financial transactions, and
personal data management has made them prime targets for cyberattacks, particularly …

Towards Resource-Efficient Reactive and Proactive Auto-Scaling for Microservice Architectures

H Ahmad, C Treude, M Wagner… - Available at SSRN …, 2024 - papers.ssrn.com
Microservice architectures have become increasingly popular in both academia and
industry, providing enhanced agility, elasticity, and maintainability in software development …

Proactive–reactive microservice architecture global scaling

L Bacchiani, M Bravetti, S Giallorenzo… - Journal of Systems and …, 2025 - Elsevier
We develop a novel approach for run-time global adaptation of microservice applications,
based on synthesis of architecture-level reconfigurations. More precisely, we devise an …

LSRAM: A Lightweight Autoscaling and SLO Resource Allocation Framework for Microservices Based on Gradient Descent

K Hu, M Xu, K Ye, C Xu - Software: Practice and Experience, 2024 - Wiley Online Library
Objective The microservices architecture has become a dominant paradigm in cloud
computing due to its advantages in development, deployment, modularity, and scalability …

Towards Deep Learning Enabled Cybersecurity Risk Assessment for Microservice Architectures

M Abdulsatar, H Ahmad, D Goel, F Ullah - arxiv preprint arxiv:2403.15169, 2024 - arxiv.org
The widespread adoption of microservice architectures has given rise to a new set of
software security challenges. These challenges stem from the unique features inherent in …

The Future of AI: Exploring the Potential of Large Concept Models

H Ahmad, D Goel - arxiv preprint arxiv:2501.05487, 2025 - arxiv.org
The field of Artificial Intelligence (AI) continues to drive transformative innovations, with
significant progress in conversational interfaces, autonomous vehicles, and intelligent …

A Trend Detection-Based Auto-Scaling Method for Containers in High-Concurrency Scenarios

H Liu, W Zhu, S Fu, Y Lu - IEEE Access, 2024 - ieeexplore.ieee.org
Cloud computing technology is widely embraced due to its ability to meet diverse computing
resource demands from users. As the user base grows, the challenge for cloud service …