Improving Graph Machine Learning Performance Through Feature Augmentation Based on Network Control Theory
Network control theory (NCT) offers a robust analytical framework for understanding the
influence of network topology on dynamic behaviors, enabling researchers to decipher how …
influence of network topology on dynamic behaviors, enabling researchers to decipher how …
A Property Encoder for Graph Neural Networks
A Said, X Koutsoukos - arXiv preprint arXiv:2409.11554, 2024 - arxiv.org
Graph machine learning, particularly using graph neural networks, fundamentally relies on
node features. Nevertheless, numerous real-world systems, such as social and biological …
node features. Nevertheless, numerous real-world systems, such as social and biological …