Privacy-preserving machine learning

tags

Machine learning, Online privacy

This is a kind of machine learning where one wants to train a model or perform inference without transmitting sensitive information.

This information could leak because of data transmission to an untrusted computing server, or because the model itself reveals the structure of its training data (Ateniese et al. 2013; Song et al. 2017).

Bibliography

1. Giuseppe Ateniese, Giovanni Felici, Luigi V. Mancini, Angelo Spognardi, Antonio Villani, Domenico Vitali. June 19, 2013. http://arxiv.org/abs/1306.4447.
2. Congzheng Song, Thomas Ristenpart, Vitaly Shmatikov. September 22, 2017. http://arxiv.org/abs/1709.07886.