Author

Muhammad Rashid

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Open access Jul 2026

Area–Power–Performance Trade-Offs in Lightweight Non-Pipelined and Pipelined NTT Accelerators for CRYSTALS-Dilithium

This article investigates two lightweight field-programmable gate array (FPGA) implementations of an iterative NTT-based polynomial multiplication accelerator through non-pipelined and 4-stage pipelined architectures, showing that the non-pipelined architecture provides reduced hardware overhead and lower power consumption, whereas the pipelined architecture improves timing scalability and successfully operates at 280 MHz.

Omar S. Sonbul, Muhammad Rashid, K. Khayyat et al. · Electronics · 0 citations

Review Open access Aug 2026

Adversarial Machine Learning in Industrial IoT: A Systematic Review of Attack Realism, Defense Trade-Offs, and Deployment Gaps

This SLR analyzes 50 research articles to provide a holistic view of AML threats in IIoT systems and identifies seven distinct attack types: gradient-based perturbations, GAN-generated samples, poisoning attacks, reinforcement learning-based (RL) strategies, saliency-based feature manipulation, false data injection, and hybrid approaches.

Abeer Alsaidlani, Muhammad Rashid, M. Aljabri · Italian National Conference... · 0 citations