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.md files 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.