onion effect
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.98)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.94)
- Information Technology > Artificial Intelligence > Machine Learning > Memory-Based Learning > Rote Learning (0.62)
The Privacy Onion Effect: Memorization is Relative
Machine learning models trained on private datasets have been shown to leak their private data. While recent work has found that the average data point is rarely leaked, the outlier samples are frequently subject to memorization and, consequently, privacy leakage.
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.98)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.94)
- Information Technology > Artificial Intelligence > Machine Learning > Memory-Based Learning > Rote Learning (0.62)