Node Classification on Cora (Adversarial Robustness Suite) benchmark leaderboard · SOTA2 Research

Node Classification on Cora (Adversarial Robustness Suite)

89.7Accuracy (Clean)GCN

Evaluation Results

Method	Links
GCN2026.03		89.7	83.19	83.56	83.19	85.33	87.11	—	85.93	80.89	69.93
R-GCN2026.03		89.63	82.96	84.15	83.33	86.52	87.85	—	86.3	84.07	72.89
GIN2026.03		88.52	80.96	84.22	81.7	84.22	84.22	—	83.11	82.96	65.56
TAGCN2026.03		88.22	78	80.81	76.74	75.85	88.74	87.93	79.04	83.26	51.19
TAGCN2026.03		88.07	81.19	84.37	83.04	82.52	87.85	—	84.96	82.67	69.56
GraphSAGE2026.03		87.85	81.26	83.41	82.81	85.19	74	—	82.81	75.63	48.89
TAGCN2026.03		87.33	75.33	80.22	75.04	75.85	87.33	87.56	85.48	83.41	73.93
R-GCN2026.03		87.33	76.37	80.3	76	75.93	86.3	85.93	80.3	79.11	56.67
GCN2026.03		87.11	77.63	80.59	79.04	77.33	86.37	86.3	80.15	78.07	56
R-GCN2026.03		86.67	82.37	78.07	73.93	73.11	85.41	86.22	84.44	79.11	70.89
GraphSAGE2026.03		86	75.93	79.48	76	77.56	72.44	83.33	64.3	70.15	39.93
GIN2026.03		85.93	72.37	78.3	72.59	72.89	81.04	85.7	84.44	76.96	63.04
GIN2026.03		85.7	73.85	80.15	75.33	75.93	81.04	84.96	77.7	76	47.04
GCN2026.03		85.48	73.78	77.7	74.89	74.44	83.63	83.85	84.15	78.67	71.33
GraphSAGE2026.03		84.96	72.3	77.41	74.81	74.74	73.7	83.19	73.93	76.37	54.67