Toward robust network controllability: Insights and future directions

Y Lou, L Wang, G Chen - Europhysics Letters, 2025 - iopscience.iop.org
Network controllability refers to the ability of a networked system to drive its state to any
desired configuration through control inputs. Controllability robustness ensures that this …

Control-based graph embeddings with data augmentation for contrastive learning

OU Ahmad, A Said, M Shabbir… - 2024 American …, 2024 - ieeexplore.ieee.org
In this paper, we study the problem of unsupervised graph representation learning by
harnessing the control properties of dynamical networks defined on graphs. Our approach …

Improving Graph Machine Learning Performance Through Feature Augmentation Based on Network Control Theory

A Said, OU Ahmad, W Abbas, M Shabbir… - arxiv preprint arxiv …, 2024 - arxiv.org
Network control theory (NCT) offers a robust analytical framework for understanding the
influence of network topology on dynamic behaviors, enabling researchers to decipher how …