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machine unlearning

Definitions:

  A technique that involves selectively removing the influences of spe­cific training data points from a trained machine learning model, such as to remove unwanted capabilities or knowledge in a foundation model, or to enable a user to request the removal of their records from a model. Efficient approximate unlearn­ing techniques may not require retraining the ML model from scratch.
Sources:
NIST AI 100-2e2025