Author

S. Al-Kuwari

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Open access Nov 2025

Dynamic depth quantum approximate optimization algorithm for solving constrained shortest path problem

The Quantum Approximate Optimization Algorithm (QAOA) has emerged as a promising approach for solving NP-hard combinatorial optimization problems on noisy intermediate-scale quantum (NISQ) hardware. However, its performance critically depends on the choice of circuit depth–a parameter that must be specified a priori wi...

Rakesh Saini, Nora Mohamed, S. Al-Kuwari et al. · Quantum Machine Intelligence · 0 citations

#edge computing Preprint Sep 2026

Quantum-Enhanced Learning Framework for Intelligent and AI-Native 6G Wireless Networks

Quantumer, a hybrid TinyML--quantum framework that integrates multi-scale dilated convolutions and scaled dot-product attention within a lightweight transformer architecture, employing a two-stage transfer learning pipeline from Quantum Pre-Training (Quantumer-Q) to Classical Fine-Tuning (Quantumer-C).

M. B. A. Dastagir, Rakesh Saini, Omer Tariq et al. · 0 citations