A formal indistinguishability definition of machine unlearning is introduced, current methods are shown to fail it empirically, and impossibility and utility-collapse results are claimed.
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Mirror Mirror on the Wall, Have I Forgotten it All? A New Framework for Evaluating Machine Unlearning
A formal indistinguishability definition of machine unlearning is introduced, current methods are shown to fail it empirically, and impossibility and utility-collapse results are claimed.