Variational Quantum Algorithms (VQAs) represent a promising approach in the burgeoning field of quantum computing, particularly for addressing optimization problems that are intractable for classical computers alone. These algorithms leverage the strengths of both classical CPUs and Quantum Processing Units (QPUs) through a hybrid quantum-classical optimization framework. This synergy is instrumental in navigating the complex