277 citations · 582 across the 16 of their papers we have counts for
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cs.LG2022
Vicious Classifiers: Assessing Inference-time Data Reconstruction Risk in Edge Computing
Mohammad Malekzadeh, Deniz Gunduz
Privacy-preserving inference in edge computing paradigms encourages the users of machine-learning services to locally run a model on their private input and only share the models o…
cs.LG2022★ 4 cited
Enhancing Efficiency in Multidevice Federated Learning through Data Selection
Fan Mo, Mohammad Malekzadeh, Soumyajit Chatterjee +2
Ubiquitous wearable and mobile devices provide access to a diverse set of data. However, the mobility demand for our devices naturally imposes constraints on their computational an…