Challenges in Enabling Private Data Valuation

Researchers identify fundamental conflicts between data privacy and data valuation methods used in AI training. The study shows that differential privacy requirements often destroy the fine-grained distinctions needed for effective data valuation, particularly for rare or influential examples.