Author

Abrar Alotaibi

h-index 4 View on Semantic Scholar

We have 2 of 8 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Preprint Aug 2026

Layered LLM Defenses as an Ensemble: Access Tiers, Inference Cost, and the Measured Failure Correlation Between Defense Layers

How a stack behaves, and the quantities a defender cares about diverge: coverage saturates within a tier, cost rises by class, false refusals accumulate as a union, and residual attack success falls multiplicatively only under independence.

Abrar Alotaibi, M. S. Jabbar, Sadam Al-Azani et al. · 0 citations

Open access Jun 2026

A red teaming framework for large language models: a case study on faithfulness evaluation

A red teaming framework that systematically uncovers vulnerabilities in LLM outputs and provides both actionable insights into current LLM vulnerabilities and a scalable methodology for ongoing safety evaluation as models continue to evolve is presented.

Abrar Alotaibi, Raed Mughus, Moataz Ahmed · Software quality journal · 1 citation