Enabling Inference Privacy with Adaptive Noise Injection
Sanjay Kariyappa,
Ousmane Dia,
Moinuddin K Qureshi
Abstract:User-facing software services are becoming increasingly reliant on remote servers to host Deep Neural Network (DNN) models, which perform inference tasks for the clients. Such services require the client to send input data to the service provider, who processes it using a DNN and returns the output predictions to the client. Due to the rich nature of the inputs such as images and speech, the input often contains more information than what is necessary to perform the primary inference task. Consequently, in add… Show more
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