AL-GNN: Privacy-Preserving and Replay-Free Continual Graph Learning via Analytic Learning

Xuling Zhang, Jindong Li, Yifei Zhang +2

Continual graph learning (CGL) aims to enable graph neural networks to incrementally learn from a stream of graph structured data without forgetting previously acquired knowledge.…