Quantum-HPC Framework for Quantum Simulations with Multi-GPU Acceleration

The author introduces a distribution-aware Quantum-Classical-Quantum (QCQ) architecture to address challenges in quantum simulation, emphasizing the integration of cutting-edge quantum software frameworks with high-performance classical computing resources. The main thesis revolves around the seamless integration of Variational Quantum Eigensolver (VQE) algorithms on Quantum Processing Units (QPUs) and classical hardware to optimize quantum state preparation and classification tasks.