2 papers
cs.LG2026
A Lightweight Plastic-Memory Framework for Graph Few-Shot Class-Incremental Learning
Zihan Mei, Zhili Qin, Tongze Zhang +3
Graph Incremental Learning has garnered increasing attention as dynamic graph data continues to emerge across diverse fields. Conventional approaches primarily address catastrophic…
cs.CV2023
Open-world Semi-supervised Novel Class Discovery
Jiaming Liu, Yangqiming Wang, Tongze Zhang +3
Traditional semi-supervised learning tasks assume that both labeled and unlabeled data follow the same class distribution, but the realistic open-world scenarios are of more comple…