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Robust quantum federated learning with noise

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0 Published in 2024 at "Physica Scripta"

DOI: 10.1088/1402-4896/ad4df2

Abstract: Federated learning is a decentralized machine learning approach where multiple participants collaboratively train machine learning models. With the development of quantum computing, there has been significant potential in the integration of quantum computing and federated… read more here.

Keywords: quantum federated; quantum noise; model; federated learning ... See more keywords

Quantum Federated Learning in Healthcare: The Shift from Development to Deployment and from Models to Data.

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0 Published in 2025 at "IEEE journal of biomedical and health informatics"

DOI: 10.1109/jbhi.2025.3596156

Abstract: Healthcare organizations have a high volume of sensitive data and traditional technologies have limited storage capacity and computational resources. The prospect of sharing healthcare data for machine learning is more arduous due to firm regulations… read more here.

Keywords: quantum federated; learning healthcare; machine learning; federated learning ... See more keywords

Trust-Enhanced Game Incentive for Secure Quantum Federated Learning in UAV-Assisted Wireless Networks

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0 Published in 2025 at "IEEE Journal on Selected Areas in Communications"

DOI: 10.1109/jsac.2025.3568054

Abstract: Recently, quantum federated learning (QFL) is advocated to leverage the robust computing power of quantum edge computing devices (QECDs) within unmanned aerial vehicle (UAV)-assisted wireless networks, to enhance the efficiency of distributed learning. However, the… read more here.

Keywords: quantum federated; uav assisted; wireless networks; assisted wireless ... See more keywords