Graph Attribute Optimization

Scalable Heterophilous Graph Neural Network with Decoupled Embeddings
We propose LD² as a scalable heterophilous GNN with linear complexity and lightweight minibatch training.
Jul 31, 2024 14:45 — 15:00 SMU, Singapore
Scalable Heterophilous Graph Neural Network with Decoupled Embeddings
Scalable Decoupling Graph Neural Networks with Feature-Oriented Optimization
SCARA extension with a more scalable reuse scheme.
Scalable Decoupling Graph Neural Networks with Feature-Oriented Optimization
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
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