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HQNET: Harnessing Quantum Noise for Effective Training of Quantum Neural Networks in NISQ Era

HQNET: Harnessing Quantum Noise for Effective Training of Quantum Neural Networks in NISQ Era

This paper delves into the intricate dynamics of quantum noise and its influence on the onset and mitigation of barren plateaus (BPs) - a phenomenon that critically impedes the scalability of QNNs. We find that BPs appear earlier in noisy quantum environments compared to ideal, noise-free conditions.However, strategic selection of …