Articles with "qnn" as a keyword



NR-QNN: Noise-Resilient Quantum Neural Network

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Published in 2025 at "IEEE Access"

DOI: 10.1109/access.2025.3546956

Abstract: Quantum Neural Networks (QNNs) based on parameterized quantum circuits (PQCs) are gaining significant research attention due to their potential to achieve quantum advantages on Near-Term Noisy Intermediate-Scale Quantum (NISQ) computers. However, executing QNNs on NISQ… read more here.

Keywords: quantum; noise resilient; quantum neural; qnn ... See more keywords

Quantum Neural Networks for Resource Allocation in Wireless Communications

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Published in 2022 at "IEEE Transactions on Wireless Communications"

DOI: 10.1109/twc.2021.3102139

Abstract: This study exploits a quantum neural network (QNN) for resource allocation in wireless communications. A QNN is presented to reduce time complexity while still maintaining performance. Moreover, a reinforcement-learning- inspired QNN (RL-QNN) is presented to… read more here.

Keywords: quantum neural; qnn; resource allocation; wireless communications ... See more keywords