Author

Noor Islam S. Mohammad

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#machine learning Jun 2026

MIRAGE: Auditing Anti-Muslim Bias in Frontier LLMs Across Reasoning, Agentic, and Time-Coupled Conditions

MIRAGE (Muslim-Identity Reasoning and Agentic Generation Evaluation), a benchmark of 1,200 prompts spanning three deployment-realistic conditions, finds that chain-of-thought reasoning rather than suppresses Muslim-violence associations, suppressing direct-completion bias while leaving agentic asymmetry largely intact.

Noor Islam S. Mohammad, Tamim Sheikh · arXiv.org · 0 citations

#machine learning Preprint Sep 2026

CORE-STACK+: Meta-Learning for Deep Stacked Generalization

A PAC-Bayes excess-risk bound is proved that, for the first time, jointly accounts for prediction-space redundancy and meta-learner capacity in heterogeneous prediction pools.

Noor Islam S. Mohammad · 0 citations

#natural language process... Preprint Sep 2026

Harmfulness Propagation Dynamics: Layer-wise Trajectories of Adversarial Intent in Large Language Models

For harmful prompts, the projection of the last-token hidden state onto a learned harm direction rises monotonically with transformer depth, whereas benign prompts remain flat or oscillatory, supporting the projection sequence as a reproducible structured signal.

Noor Islam S. Mohammad, U. Bayazit · 0 citations