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