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paper2024ReviewedOpen access

Machine Unlearning in Generative AI: A Survey

Zheyuan Liu, Guangyao Dou, Zhaoxuan Tan, Yijun Tian, Meng Jiang

arXiv preprint

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Abstract

Surveys machine unlearning techniques for LLMs including methods for forgetting specific training data, complying with data deletion requests, and maintaining model utility.

Categories

Machine UnlearningSurveys
#machine-unlearning#right-to-erasure#GDPR

Framework mappings

NIST AI Risk Management Framework
  • GOVERNGovern
  • MANAGEManage
ISO/IEC 42001
  • 8Operation

Cite

@misc{liu2024machine,
  title = {{Machine Unlearning in Generative AI: A Survey}},
  author = {Zheyuan Liu and Guangyao Dou and Zhaoxuan Tan and Yijun Tian and Meng Jiang},
  year = {2024},
  eprint = {2407.20516},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2407.20516}
}