Trustworthy Federated Learning
This repository is the collection of code for all related works on Trustworthy Federated Learing by FL-AIR group. Each folder under this repository is a set of experiments that focus on several closely related attacks. And each target to a paper published. Detail information can be found in those
README.mdfiles under each folder.
1. Folders List
| Folder | Setting | Attack | Defense | Paper |
|---|---|---|---|---|
| LabelDefender | VFL(2-party or 4-party) | Batch-level Label Inference Attack, Label Replacement Backdoor Attack | CAE, DCAE | Defending Batch-Level Label Inference and Replacement Attacks in Vertical Federated Learning |
| PairedLogitsInversion | FL (multi-party) | Paired Logits Inversion (PLI) | - | Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack |
2. Future Updates
This folder will be updated in the future by adding more relavent code for published paper focusing on VFL privacy and safety.