Yair Zick

Model Explanations with Differential Privacy

2020 · arXiv (Cornell University)

Black-box machine learning models are used in critical decision-making domains, giving rise to several calls for more algorithmic transparency. The drawback is that model explanations can leak information about the training data and the explanation …