MAGIC: Topology-Aware Analytic Graph Few-Shot Class-Incremental Learning
arXiv:2610.04963v1 Announce Type: new Abstract: Graph few-shot class-incremental learning (GFSCIL) requires a model to continually recognize emerging classes from only a few labeled nodes while preser