2 citations · 4 across the 11 of their papers we have counts for
13 papers
VACS: Value-Aligned Compositional Shielding for Multi-Agent Reasoning
Yiyao Zhang, Diksha Goel, Hussain Ahmad +2
Multi-agent reasoning systems in high-stakes domains must be both accurate and safe, yet agents often follow heterogeneous value priorities (e.g., rigor, conciseness, safety), caus…
When the Judge Should Not Decide: Evidence-Locked, Non-Compensatory Selection Bounds LLM-Judge Failure in Reasoning Pipelines
Yiyao Zhang, Diksha Goel, Hussain Ahmad +2
An LLM judge deployed inside a reasoning pipeline does not merely measure quality, it decides which answer ships. We show that the cost of that decision depends less on judge accur…
CausalNav: Reliability-Certified Causal World Models for Control under Physical-Parameter Shift
Yiyao Zhang, Diksha Goel, Hussain Ahmad +2
A world model is only useful for physical AI if it changes what the agent does, and only safe if it declines to do so when it is wrong. We study both halves of that requirement wit…
AgenticVM: Agentic AI for Adaptive Software Vulnerability Management
Asrul Arifin, Hussain Ahmad, Yiyao Zhang +1
As software systems grow in scale and complexity, vulnerability management is increasingly strained by high alert volumes, fragmented toolchains, and manual triage processes. We in…
Explainable Autonomous Cyber Defense using Adversarial Multi-Agent Reinforcement Learning
Yiyao Zhang, Diksha Goel, Hussain Ahmad
Autonomous agents are increasingly deployed in both offensive and defensive cyber operations, creating high-speed, closed-loop interactions in critical infrastructure environments.…
Australian Bushfire Intelligence with AI-Driven Environmental Analytics
Tanvi Jois, Hussain Ahmad, Fatima Noor +1
Bushfires are among the most destructive natural hazards in Australia, causing significant ecological, economic, and social damage. Accurate prediction of bushfire intensity is the…
Co-Evolutionary Defence of Active Directory Attack Graphs via GNN-Approximated Dynamic Programming
Diksha Goel, Hussain Ahmad, Kristen Moore +1
Modern enterprise networks increasingly rely on Active Directory (AD) for identity and access management. However, this centralization exposes a single point of failure, allowing a…
What Skills Do Cyber Security Professionals Need?
Faheem Ullah, Xiaohan Ye, Uswa Fatima +3
Purpose: The increasing number of cyber-attacks has elevated the importance of cybersecurity for organizations. This has also increased the demand for professionals with the necess…
The Future of AI: Exploring the Potential of Large Concept Models
Hussain Ahmad, Diksha Goel
The field of Artificial Intelligence (AI) continues to drive transformative innovations, with significant progress in conversational interfaces, autonomous vehicles, and intelligen…
Machine Learning Driven Smishing Detection Framework for Mobile Security
Diksha Goel, Hussain Ahmad, Ankit Kumar Jain +1
The increasing reliance on smartphones for communication, financial transactions, and personal data management has made them prime targets for cyberattacks, particularly smishing,…
A Survey on Immersive Cyber Situational Awareness Systems
Hussain Ahmad, Faheem Ullah, Rehan Jafri
Cyber situational awareness systems are increasingly used for creating cyber common operating pictures for cybersecurity analysis and education. However, these systems face data oc…
Microservice Vulnerability Analysis: A Literature Review with Empirical Insights
Raveen Kanishka Jayalath, Hussain Ahmad, Diksha Goel +2
Microservice architectures are revolutionizing both small businesses and large corporations, igniting a new era of innovation with their exceptional advantages in maintainability,…
Towards Deep Learning Enabled Cybersecurity Risk Assessment for Microservice Architectures
Majid Abdulsatar, Hussain Ahmad, Diksha Goel +1
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 micros…