2025
How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning
ICLR 2025oral
How much of my data was used to train a machine learning model? This is a critical question for data owners assessing the risk of unauthorized usage of their data to train models. However, previous work mistakenly treats this as a binary problem—inferring whether all-or-none or any-or-none of the da…