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TopicsMachine Unlearning Machine Learning Model Backdoor Attacks

At its strongest setting, UNDO matches scratch retraining’s robustness with perfect data filtering.

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Distillation Robustifies UnlearningJun 6, 2025 Untraced · nothing upstream recorded

At its strongest setting, UNDO matches the robustness of a model retrained from scratch with perfect data filtering while using only 60-80% of the compute and requiring only 0.01% of the pretraining data to be labeled.

Distillation Robustifies Unlearningextraction 0.80

Comparison against the gold-standard of retraining with the unwanted data filtered out.

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