Author

Mohammad Sakib Mahmood

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Preprint Aug 2026

Robust and Personalized Federated Learning for Aircraft-Engine Prognostics under Benign and Adversarial Client Heterogeneity

A controlled, safety-oriented evaluation using a multi-task one-dimensional convolutional neural network and a structurally non-IID partition of the Commercial Modular Aero-Propulsion System Simulation benchmark reveals a trade-off between robust update selection and collaborative representation learning.

Chinmoy Mitra, Md Mehedi Hasan Nipu, Mohammad Sakib Mahmood et al. · 0 citations

Preprint Aug 2026

Agentic Security: A Systematization of Tools, Failure Modes, and Design Laws for LLM-Driven Penetration Testing

A four-dimensional Integration Friction Index is introduced that separates one-time engineering cost from recurring organisational, legal, and maintenance cost and shows why scope and budget enforcement cannot be delegated to system prompts.

Israt Moyeen Noumi, Tarannum Ahmed Nowshin, Md Mehedi Hasan Nipu et al. · 0 citations