FS-TFP/materials/paper_list/Federated_Graph_Learning

Federated Learning for Graph

2023

Title	Venue	Link
Federated Learning on Non-IID Graphs via Structural Knowledge Sharing	AAAI	pdf
Federated Learning-Based Cross-Enterprise Recommendation With Graph Neural	IEEE Trans. Industr. Inform.	pdf

2022

Title	Venue	Link
FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning	KDD	pdf, code
FedWalk: Communication Efficient Federated Unsupervised Node Embedding with Differential Privacy	KDD	pdf
Deep Neural Network Fusion via Graph Matching with Applications to Model Ensemble and Federated Learning	ICML	pdf
Personalized Federated Learning With a Graph	IJCAI	pdf
Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification	IJCAI	pdf
Federated Graph Representation Learning using Self-Supervision	CIKM workshop	pdf
FedGCN: Convergence and Communication Tradeoffs in Federated Training of Graph Convolutional Networks	CIKM workshop	pdf, code
FedGraph: Federated Graph Learning with Intelligent Sampling	TPDS	pdf
Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications	SIGKDD Explorations	pdf
More is Better (Mostly): On the Backdoor Attacks in Federated Graph Neural Networks	ACSAC	pdf
FedNI: Federated Graph Learning with Network Inpainting for Population-Based Disease Prediction	TMI	pdf
SemiGraphFL: Semi-supervised Graph Federated Learning for Graph Classification	PPSN	pub
A federated graph neural network framework for privacy-preserving personalization	Nature Communications	pdf
Federated Graph Learning with Periodic Neighbour Sampling	IWQoS	pub
A Privacy-Preserving Subgraph-Level Federated Graph Neural Network via Differential Privacy	KSEM	pdf
Federated Multi-task Graph Learning	ACM Trans. Intell. Syst. Technol.	pdf

2021

Title	Venue	Link
Federated Graph Classification over Non-IID Graphs	NeurIPS	pdf, code
Subgraph Federated Learning with Missing Neighbor Generation	NeurIPS	pdf, code
Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling	KDD	pdf, code
Glint: Decentralized Federated Graph Learning with Traffic Throttling and Flow Scheduling	IEEE IWQoS	pdf
Differentially Private Federated Knowledge Graphs Embedding	CIKM	pdf, code

2020

Title	Venue	Link
FedE: Embedding Knowledge Graphs in Federated Setting	IJCKG	pdf, code

2019

Title	Venue	Link
Towards Federated Graph Learning for Collaborative Financial Crimes Detection	Arxiv	pdf