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Amel Tuama

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Open access Jun 2026

Hardware-Aware Optimization of Large Language Models: A System-Level Analysis

A hardware-aware, system-level analysis of key optimization techniques, including pruning, quantization, knowledge distillation, Low-Rank Adaptation (LoRA), and Neural Architecture Search (NAS), shows that quantization consistently achieves the highest inference speedups and memory efficiency.

A. Hamza, Amel Tuama, Asraf Mohamed Moubark · 0 citations