HOPE: Heterophily-Aware Open-Set Node Classification with Pseudo-Extrapolation

Yumeng Dai, Yue Tan, Yixin Liu +3

Standard open-set node classification methods rely on the homophily assumption, where connected nodes share labels. However, real-world graphs are often heterophilic, exposing the…