Unlink to Unlearn: Simplifying Edge Unlearning in GNNs

Author:

Tan Jiajun1ORCID,Sun Fei2ORCID,Qiu Ruichen3ORCID,Su Du2ORCID,Shen Huawei2ORCID

Affiliation:

1. Institute of Computing Technology, Chinese Academy of Sciences & University of Chinese Academy of Sciences, Beijing, China, China

2. Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China

3. University of Chinese Academy of Sciences, Beijing, China

Funder

Innovation Funding of Institute of Computing Technology, CAS

National Key Research and Development Program of China

National Natural Science Foundation of China

Publisher

ACM

Reference17 articles.

1. Aleksandar Bojchevski and Stephan Günnemann. 2018. Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking. In ICLR.

2. Lucas Bourtoule, Varun Chandrasekaran, Christopher A. Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, and Nicolas Papernot. 2021. Machine Unlearning. In IEEE S&P. 141--159.

3. Yinzhi Cao and Junfeng Yang. 2015. Towards making systems forget with machine unlearning. In IEEE S&P. 463--480.

4. Chong Chen Fei Sun Min Zhang and Bolin Ding. 2022a. Recommendation Unlearning. In WebConf. 2768--2777.

5. Min Chen Zhikun Zhang Tianhao Wang Michael Backes Mathias Humbert and Yang Zhang. 2022b. Graph unlearning. In SIGSAC. 499--513.

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