Data as of Jul 25, 2026 · Based on 2,718,867 AI responses across 9,511 prompts · See how Parse measures this
Ensembled Membership Auditing (EMA)github.com · Low evidenceEMA (Ensembled Membership Auditing) is a tool for auditing whether specific data has been removed from trained machine learning models. It provides code and scripts to train models, perform membership inference, and aggregate results on benchmark datasets like MNIST and COVIDx chest X-rays.
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