De2GNN reduces degree bias in adversarial defenses by removing heterophilic links, adding homophilic links to tail nodes, and fusing a kNN feature view through node-wise attention, improving tail-node accuracy under Metattack.
Tail-gnn: Tail-node graph neural networks,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Mitigating the Structural Bias in Graph Adversarial Defenses
De2GNN reduces degree bias in adversarial defenses by removing heterophilic links, adding homophilic links to tail nodes, and fusing a kNN feature view through node-wise attention, improving tail-node accuracy under Metattack.