Towards Making Systems Forget with Machine Unlearning

2015 inproceedings cao2015unlearning ○ Not yet verified

Authors

Yinzhi Cao, Junfeng Yang

Venue

IEEE Symposium on Security and Privacy (S&P)

Abstract

First formal definition of machine unlearning. Proposes converting learning algorithms into summation form to enable efficient data removal without full retraining. Foundational work establishing the unlearning problem.

BibTeX

Local Entry

@inproceedings{cao2015unlearning,
  title = {Towards Making Systems Forget with Machine Unlearning},
  author = {Yinzhi Cao and Junfeng Yang},
  year = {2015},
  booktitle = {IEEE Symposium on Security and Privacy (S&P)},
  url = {https://ieeexplore.ieee.org/document/7163042},
  abstract = {First formal definition of machine unlearning. Proposes converting learning algorithms into summation form to enable efficient data removal without full retraining. Foundational work establishing the unlearning problem.}
}

From OPENALEX

@inproceedings{cao2015unlearning,
  title = {Towards Making Systems Forget with Machine Unlearning},
  author = {Yinzhi Cao and Junfeng Yang},
  year = {2015},
  doi = {10.1109/sp.2015.35}
}