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A new way to look at data privacy

MIT researchers created a new data privacy metric, Probably Approximately Correct (PAC) Privacy, and built an algorithm based on this metric that can automatically determine the minimal amount of randomness that needs to be added to a machine-learning model to protect sensitive data from an adversary.
Srini Devadas Hanshen Xiao Edwin Sibley Webster Cisco Systems Capital One International Cryptography Conference Crypto
Source: mit.edu

Technique protects privacy when making online recommendations

MIT researchers have developed a novel privacy-preserving protocol that could enable an algorithm that provides recommendations to guarantee a userโ€™s personal information remains secure while ensuring recommendation results are accurate. Their technique is so efficient it can run on a smartphone over a very slow network.
Sacha Servan Schreiber Srinivas Devadas Edwin Sibley Webster Simon Langowski Bayan Bruss Artificial Intelligence Laboratory
Source: mit.edu

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