Graph Neural Networks

LD²: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings
A scalable heterophilous GNN with lightweight minibatch training.
LD²: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings
Scaling up Graph Neural Networks (Confirmation Report)
Qualifying Examinations report.
Scaling up Graph Neural Networks (Confirmation Report)
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization
A feature-oriented GNN that scales to billion-scale extremely large graphs.
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization
Network Compression in Federated Machine Learning
Qualifying Examinations report.
Network Compression in Federated Machine Learning