الباحثون

Ruijie Wang

المنشورات 2

نسخة أولية وصول مفتوح

MAGIC: Topology-Aware Analytic Graph Few-Shot Class-Incremental Learning

Junlin Chen, Yuhan Wang, Xuefei Wang وآخرون · 2026

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: …

نسخة أولية وصول مفتوح

Know Thyself, Teach Thyself: Internal Information Flow for Selective Self-Distillation

Rui Wang, Ruijie Wang, Bo Chen وآخرون · 2026

Self-distillation turns knowledge distillation into a closed learning loop and offers a path toward recursive self-improvement. Without an external teacher, however, the model must determine both what information can improve its supervision and which induced changes should be learned. Existing methods typically improve …

المؤلفون المشاركون