Node Classification on Cora (Adversarial Robustness Suite)
89.7Accuracy (Clean)GCN
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GCNEmbedding=TAPE2026.03 | 89.7 | 83.19 | 83.56 | 83.19 | 85.33 | 87.11 | — | 85.93 | 80.89 | 69.93 | |
| R-GCNEmbedding=TAPE2026.03 | 89.63 | 82.96 | 84.15 | 83.33 | 86.52 | 87.85 | — | 86.3 | 84.07 | 72.89 | |
| GINEmbedding=TAPE2026.03 | 88.52 | 80.96 | 84.22 | 81.7 | 84.22 | 84.22 | — | 83.11 | 82.96 | 65.56 | |
| TAGCNEmbedding=SBERT2026.03 | 88.22 | 78 | 80.81 | 76.74 | 75.85 | 88.74 | 87.93 | 79.04 | 83.26 | 51.19 | |
| TAGCNEmbedding=TAPE2026.03 | 88.07 | 81.19 | 84.37 | 83.04 | 82.52 | 87.85 | — | 84.96 | 82.67 | 69.56 | |
| GraphSAGEEmbedding=TAPE2026.03 | 87.85 | 81.26 | 83.41 | 82.81 | 85.19 | 74 | — | 82.81 | 75.63 | 48.89 | |
| TAGCNEmbedding=TF-IDF2026.03 | 87.33 | 75.33 | 80.22 | 75.04 | 75.85 | 87.33 | 87.56 | 85.48 | 83.41 | 73.93 | |
| R-GCNEmbedding=SBERT2026.03 | 87.33 | 76.37 | 80.3 | 76 | 75.93 | 86.3 | 85.93 | 80.3 | 79.11 | 56.67 | |
| GCNEmbedding=SBERT2026.03 | 87.11 | 77.63 | 80.59 | 79.04 | 77.33 | 86.37 | 86.3 | 80.15 | 78.07 | 56 | |
| R-GCNEmbedding=TF-IDF2026.03 | 86.67 | 82.37 | 78.07 | 73.93 | 73.11 | 85.41 | 86.22 | 84.44 | 79.11 | 70.89 | |
| GraphSAGEEmbedding=SBERT2026.03 | 86 | 75.93 | 79.48 | 76 | 77.56 | 72.44 | 83.33 | 64.3 | 70.15 | 39.93 | |
| GINEmbedding=TF-IDF2026.03 | 85.93 | 72.37 | 78.3 | 72.59 | 72.89 | 81.04 | 85.7 | 84.44 | 76.96 | 63.04 | |
| GINEmbedding=SBERT2026.03 | 85.7 | 73.85 | 80.15 | 75.33 | 75.93 | 81.04 | 84.96 | 77.7 | 76 | 47.04 | |
| GCNEmbedding=TF-IDF2026.03 | 85.48 | 73.78 | 77.7 | 74.89 | 74.44 | 83.63 | 83.85 | 84.15 | 78.67 | 71.33 | |
| GraphSAGEEmbedding=TF-IDF2026.03 | 84.96 | 72.3 | 77.41 | 74.81 | 74.74 | 73.7 | 83.19 | 73.93 | 76.37 | 54.67 |