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Committee Members: Prof. Edmund Yeh (Advisor) Prof. Stratis Ioannidis Prof. Lili Su Prof. Carlee Joe-Wong Abstract: Significant advances in edge and mobile computing capabilities enable machine learning to occur at geographically diverse locations in networks, e.g., cloud, edge, and mobile devices. The training data needed in those learning tasks may not be fully generated locally. […]

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