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Efficient Verified Machine Unlearning For Distillation

  • Efficient Verified Machine Unlearning For Distillation
  • Growing data privacy demands require efficient machine unlearning methods for removing the influence of specific training points.
  • The PURGE framework integrates verified unlearning with distillation by using constituent mapping and an incremental multi-teacher strategy.
  • PURGE reduces retraining overhead and achieves significant speed-ups in the unlearning process while maintaining student accuracy.

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