Beyond Fixed Features: Architecture-Dependent Sensitivity to Node Representations under Heterophily

Priyanath Maji, Sidharth Gaur, Rajavinoth Paul Durai

Graph Neural Networks (GNNs) perform well on homophilic graphs but struggle in heterophilic settings, where connected nodes often carry dissimilar labels. Existing evaluations typi…