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Leveraging Centric Data Federated Learning Using Blockchain For Integrity Assurance. (arXiv:2206.04731v1 [cs.LG])
June 13, 2022, 1:20 a.m. | Riadh Ben Chaabene, Darine Amayed, Mohamed Cheriet
cs.CR updates on arXiv.org arxiv.org
Machine learning abilities have become a vital component for various
solutions across industries, applications, and sectors. Many organizations seek
to leverage AI-based solutions across their business services to unlock better
efficiency and increase productivity. Problems, however, can arise if there is
a lack of quality data for AI-model training, scalability, and maintenance. We
propose a data-centric federated learning architecture leveraged by a public
blockchain and smart contracts to overcome this significant issue. Our proposed
solution provides a virtual public marketplace …
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