Incentive Mechanism Design for Federated Learning and Unlearning

Author:

Ding Ningning1ORCID,Sun Zhenyu2ORCID,Wei Ermin1ORCID,Berry Randall2ORCID

Affiliation:

1. Northwestern University, Evanston, United States of America

2. Northwestern University, Evanston, USA

Publisher

ACM

Reference29 articles.

1. Lucas Bourtoule , Varun Chandrasekaran , Christopher A Choquette-Choo , Hengrui Jia , Adelin Travers , Baiwu Zhang , David Lie , and Nicolas Papernot . 2021 . Machine unlearning . In IEEE Symposium on Security and Privacy (SP). Lucas Bourtoule, Varun Chandrasekaran, Christopher A Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, and Nicolas Papernot. 2021. Machine unlearning. In IEEE Symposium on Security and Privacy (SP).

2. Yinzhi Cao and Junfeng Yang . 2015 . Towards making systems forget with machine unlearning . In IEEE Symposium on Security and Privacy. Yinzhi Cao and Junfeng Yang. 2015. Towards making systems forget with machine unlearning. In IEEE Symposium on Security and Privacy.

3. Yves-Alexandre De Montjoye , César A Hidalgo , Michel Verleysen , and Vincent D Blondel . 2013. Unique in the crowd: The privacy bounds of human mobility. Scientific reports 3, 1 ( 2013 ), 1--5. Yves-Alexandre De Montjoye, César A Hidalgo, Michel Verleysen, and Vincent D Blondel. 2013. Unique in the crowd: The privacy bounds of human mobility. Scientific reports 3, 1 (2013), 1--5.

4. Optimal contract design for efficient federated learning with multi-dimensional private information;Ding Ningning;IEEE Journal on Selected Areas in Communications,2020

5. Ningning Ding Zhenyu Sun Ermin Wei and Randall Berry. 2023. Techinical Report. https://www.dropbox.com/s/f2b2z8t9kajs5ax/Appendix.pdf?dl=0. Ningning Ding Zhenyu Sun Ermin Wei and Randall Berry. 2023. Techinical Report. https://www.dropbox.com/s/f2b2z8t9kajs5ax/Appendix.pdf?dl=0.

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Incentivizing Participation in SplitFed Learning: Convergence Analysis and Model Versioning;2024 IEEE 44th International Conference on Distributed Computing Systems (ICDCS);2024-07-23

2. A Survey on Federated Unlearning: Challenges, Methods, and Future Directions;ACM Computing Surveys;2024-07-19

3. The Price of Forgetting: Data Redemption Mechanism Design for Machine Unlearning;ICC 2024 - IEEE International Conference on Communications;2024-06-09

4. Strategic Data Revocation in Federated Unlearning;IEEE INFOCOM 2024 - IEEE Conference on Computer Communications;2024-05-20

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