Bo-Young Lim

CoPE-CGL: Community-aware Prototype Extraction for Replay-Free Continual Graph Learning

Continual graph learning (CGL) maintains models as graphs evolve without retraining from scratch, while mitigating catastrophic forgetting. Existing methods typically target either transductive or inductive settings and often store past subgraphs or require task identifiers at inference. We propose Community-aware Prot...