fedgraphnn.md

Federated Graph Neural Networks (FedGraphNN)

For FedGraphNN, we require the latest version of PyG.

Graph-Level Federated Graph Neural Networks

• Federated Molecular Property Prediction with Moleculenet Datasets: An example to illustrate simulating cross-silo horizontal federated learning in data silos for molecular property prediction via GNNs.

• Federated Social Network Classification: An example to illustrate cross-silo federated network classification in data silos for molecular property prediction via GIN.

Subgraph-Level Federated Graph Neural Networks

• Federated Recommender System Subgraph Link Prediction: An example to perform link prediction over dispersed subgraphs via GNNs.

Node-Level Federated Graph Neural Networks

• Federated Ego-Network Node Classification: An example to classify nodes in social networks in federated settings via ego-network representations.

• Federated Ego-Network Link Prediction: An example to determine link/connection types in social networks in federated settings via ego-network representations.

Federated OGB and OGB-LSC Datasets

• Under construction

Challenges and Leaderboards

• Under construction