30 citations · 31 across the 4 of their papers we have counts for
5 papers
Where Cyber Agents Struggle: Bottleneck Analysis of Multi-Stage LLM Agents
Saeedeh Lohrasbi, Mohammad Mamun, Ahmed Yehia +2
Multi-stage LLM-based cyber agents may complete attack workflows while remaining brittle, costly, or reliant on incorrect interpretations of execution evidence. Success rates alone…
Governing AI-Assisted Security Operations: A Design Science Framework for Operational Decision Support
Elyson A. De La Cruz, Rishikesh Sahay, Md Rasel Al Mamun
Engineering managers increasingly must decide how to introduce generative artificial intelligence (AI), retrieval-augmented generation, and coding agents into high-risk operational…
Autonomous Adversary: Red-Teaming in the age of LLM
Mohammad Mamun, Mohamed Gaber, Scott Buffett +1
Language Model Agents (LMAs) are emerging as a powerful primitive for augmenting red-team operations. They can support attack planning, adversary emulation, and the orchestration o…
TapTree: Process-Tree Based Host Behavior Modeling and Threat Detection Framework via Sequential Pattern Mining
Mohammad Mamun, Scott Buffett
Audit logs containing system level events are frequently used for behavior modeling as they can provide detailed insight into cyber-threat occurrences. However, mapping low-level s…
Towards a Robust and Trustworthy Machine Learning System Development: An Engineering Perspective
Pulei Xiong, Scott Buffett, Shahrear Iqbal +3
While Machine Learning (ML) technologies are widely adopted in many mission critical fields to support intelligent decision-making, concerns remain about system resilience against…