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The Secret Sharer: Measuring Unintended Neural Network Memorization & Extracting Secrets.
arXiv: Learning, (2018)
Machine learning models based on neural networks and deep learning are being rapidly adopted for many purposes. What those models learn, and what they may share, is a significant concern when the training data may contain secrets and the models are public -- e.g., when a model helps users compose text messages using models trained on all ...More
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