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Quantum Deep Learning (QDL) moves beyond simple QML by integrating compositional depth into quantum workflows. We analyze the four paradigms of QDL and the reality of quantum advantage. As classical deep learning approaches the limits of hardware scaling, the intersection of quantum computing and neural architectures offers a potential paradigm ...
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