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01/28/2022
Differential Privacy Guarantees for Stochastic Gradient Langevin Dynamics
We analyse the privacy leakage of noisy stochastic gradient descent by m...
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12/10/2020
Privacy-preserving medical image analysis
The utilisation of artificial intelligence in medicine and healthcare ha...
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06/08/2020
ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing
We propose ARIANN, a low-interaction framework to perform private traini...
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04/15/2020
Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims
With the recent wave of progress in artificial intelligence (AI) has com...
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05/24/2019
Partially Encrypted Machine Learning using Functional Encryption
Machine learning on encrypted data has received a lot of attention thank...
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11/09/2018