Author

Izzat Alsmadi

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Conference Sep 2026

SecureFL-IoV: Differentially Private Federated Intrusion Detection for IoV Using a Two-Stage RF

The Internet of Vehicles (IoV) faces a fundamental security and privacy challenge, as centralized intrusion detection requires sensitive Controller Area Network (CAN) traffic to be transmitted beyond the vehicle. Federated Learning (FL) keeps raw traffic local, but shared updates remain data-dependent and can leak info...

Hop Le, Md Tamjid Hossain, I. Alsmadi · IEEE Conference on Communica... · 0 citations

Jul 2026

MulRobBench: A Decision-Level Benchmark for Safe and Security-Policy-Compliant Multimodal UAV Agents

MulRobBench provides a reproducible benchmark for trustworthy multimodal UAV decision making under realistic operational constraints and identifies modality-trust selection, constraint extraction, glare, missing data, and operator shorthand as the primary causes of decision instability.

B. Alsinglawi, Wei-Zheng Wang, Jun-Yi Wu et al. · arXiv.org · 0 citations

Book Open access Jul 2026

Llama Models Security: From OWASPs Benchmarking to Encoding-based obfuscation attacks

This work presents a two-phase evaluation of ten Llama variants using the OWASP Top 10 for LLM Applications, and applies nine encoding obfuscations to the same prompts, which fully bypasses all text-only models.

Nourin Shahin, Izzat Alsmadi · Practice and Experience in A... · 0 citations

Izzat Alsmadi

SecureFL-IoV: Differentially Private Federated Intrusion Detection for IoV Using a Two-Stage RF

MulRobBench: A Decision-Level Benchmark for Safe and Security-Policy-Compliant Multimodal UAV Agents

Llama Models Security: From OWASPs Benchmarking to Encoding-based ​ obfuscation attacks​

Llama Models Security: From OWASPs Benchmarking to Encoding-based obfuscation attacks