Skip to content

Latest commit

 

History

History

Federated_Graph_Learning

Folders and files

NameName
Last commit message
Last commit date

parent directory

..
README.md
README.md
 
 

README.md

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