An AI privacy conundrum? The neural net knows more than it says ZDNet
Artificial intelligence is the process of using a machine such as a neural network to say things about data. Most times, what is said is a simple affair, like classifying pictures into cats and dogs. Increasingly, though, AI scientists are posing questions about what the neural network "knows," if you will, that is not captured in simple goals such as classifying pictures or generating fake text and images. It turns out there's a lot left unsaid, even if computers don't really know anything in the sense a person does. Neural networks, it seems, can retain a memory of specific training data, which could open individuals whose data is captured in the training activity to violations of privacy. For example, Nicholas Carlini, formerly a student at UC Berkeley's AI lab, approached the problem of what computers "memorize" about training data, in work done with colleagues at Berkeley.
Sep-1-2019, 05:16:36 GMT