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.LG2026
Signed Graph Pre-Training and Prompt Learning
Zihan Mei, Rong Pan, Yuzhou Chen +1
Signed graphs arise in trust--distrust networks, financial correlation systems, biological interaction graphs, and many other domains in which edges can be positive or negative and…