Search Results for author: Prakash Ramrakhyani

Found 1 papers, 1 papers with code

Shredder: Learning Noise Distributions to Protect Inference Privacy

3 code implementations26 May 2019 Fatemehsadat Mireshghallah, Mohammadkazem Taram, Prakash Ramrakhyani, Dean Tullsen, Hadi Esmaeilzadeh

To address this challenge, this paper devises Shredder, an end-to-end framework, that, without altering the topology or the weights of a pre-trained network, learns additive noise distributions that significantly reduce the information content of communicated data while maintaining the inference accuracy.

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