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A hybrid framework for effective and efficient machine unlearning

  • A hybrid framework for effective and efficient machine unlearning has been proposed.
  • The framework combines exact machine unlearning and approximate machine unlearning techniques.
  • It aims to achieve an overall success by implementing unlearning with acceptable computation cost and improving accuracy.
  • Experiments on real datasets show that the proposed framework improves unlearning efficiency by 1.5x to 8x while maintaining comparable accuracy.

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