On the (In)security of Peer-to-Peer Decentralized Machine Learning

Author:

Pasquini Dario1,Raynal Mathilde1,Troncoso Carmela1

Affiliation:

1. EPFL,SPRING Lab,Switzerland

Funder

Fondation Botnar

Publisher

IEEE

Reference79 articles.

1. Differential privacy;dwork;ICALP (2),2006

2. Systematic evaluation of privacy risks of machine learning models;song;USENIX Security Symposium,2021

3. Asynchronous byzantine machine learning (the case of SGD);damaskinos;ICML,2018

4. Membership Inference Attacks Against Machine Learning Models

5. Robbing the fed: Directly obtaining private data in federated learning with modified models;fowl;International Conference on Learning Representations,2022

Cited by 1 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. DP-ACO: Differentially Private Average Consensus Optimization in Decentralized Learning;Lecture Notes on Data Engineering and Communications Technologies;2024

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