1 citations · 1 across the 3 of their papers we have counts for
4 papers
Upcycling Noise for Federated Unlearning
Jianan Chen, Qin Hu, Fangtian Zhong +2
In Federated Learning (FL), multiple clients collaboratively train a model without sharing raw data. This paradigm can be further enhanced by Differential Privacy (DP) to protect l…
Strategic Signaling for Utility Control in Audit Games
Jianan Chen, Qin Hu, Honglu Jiang
As an effective method to protect the daily access to sensitive data against malicious attacks, the audit mechanism has been widely deployed in various practical fields. In order t…
Social Welfare Maximization in Cross-Silo Federated Learning
Jianan Chen, Qin Hu, Honglu Jiang
As one of the typical settings of Federated Learning (FL), cross-silo FL allows organizations to jointly train an optimal Machine Learning (ML) model. In this case, some organizati…
Alliance Makes Difference? Maximizing Social Welfare in Cross-Silo Federated Learning
Jianan Chen, Qin Hu, Honglu Jiang
As one of the typical settings of Federated Learning (FL), cross-silo FL allows organizations to jointly train an optimal Machine Learning (ML) model. In this case, some organizati…