Private Collaborative Edge Inference via Over-the-Air Computation

We consider collaborative inference at the wireless edge, where each client’s model is trained independently on its local dataset. Clients are queried in parallel to make an accurate decision collaboratively. In addition to maximizing the inference accuracy, we also want to ensure the pri...

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Bibliographic Details
Main Authors: Selim F. Yilmaz, Burak Hasircioglu, Li Qiao, Deniz Gunduz
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Transactions on Machine Learning in Communications and Networking
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Online Access:https://ieeexplore.ieee.org/document/10829586/
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