Preprint Open access
MAGIC: Topology-Aware Analytic Graph Few-Shot Class-Incremental Learning
Graph few-shot class-incremental learning (GFSCIL) requires a model to continually recognize emerging classes from only a few labeled nodes while preserving previously acquired knowledge. Beyond the catastrophic forgetting inherited from conventional graph continual learning, GFSCIL presents two distinctive challenges: …