Node Classification on Instagram (test)
66.69AccuracyUltraTAG-S
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UltraTAG-SSparsity=0%2025.04 | 66.69 | — | — | |
| ENGINESparsity=0%2025.04 | 66.27 | — | — | |
| GLEMSparsity=0%2025.04 | 65.9 | — | — | |
| UltraTAG-SSparsity=50%2025.04 | 65.61 | — | — | |
| TAPESparsity=0%2025.04 | 65.44 | — | — | |
| GCNIISparsity=0%2025.04 | 65.07 | — | — | |
| GATSparsity=0%2025.04 | 64.8 | — | — | |
| UltraTAG-SSparsity=80%2025.04 | 64.78 | — | — | |
| ENGINESparsity=50%2025.04 | 64.74 | — | — | |
| RoBERTaSparsity=0%2025.04 | 64.67 | — | — | |
| GATSparsity=50%2025.04 | 64.51 | — | — | |
| SimTeGSparsity=0%2025.04 | 64.29 | — | — | |
| GCNIISparsity=50%2025.04 | 64.08 | — | — | |
| ENGINESparsity=80%2025.04 | 63.88 | — | — | |
| DeBERTaSparsity=50%2025.04 | 63.73 | — | — | |
| RoBERTaSparsity=80%2025.04 | 63.68 | — | — | |
| GCNSparsity=0%2025.04 | 63.66 | — | — | |
| DeBERTaSparsity=80%2025.04 | 63.59 | — | — | |
| BERTSparsity=0%2025.04 | 63.5 | — | — | |
| BERTSparsity=50%2025.04 | 63.5 | — | — | |
| GCNSparsity=80%2025.04 | 63.2 | — | — | |
| GATSparsity=80%2025.04 | 63.17 | — | — | |
| RoBERTaSparsity=50%2025.04 | 63.07 | — | — | |
| MLPSparsity=50%2025.04 | 62.65 | — | — | |
| MLPSparsity=80%2025.04 | 62.54 | — | — | |
| BERTSparsity=80%2025.04 | 62.5 | — | — | |
| GLEMSparsity=50%2025.04 | 62.43 | — | — | |
| DeBERTaSparsity=0%2025.04 | 62.4 | — | — | |
| GCNIISparsity=80%2025.04 | 62.27 | — | — | |
| GraphSAGESparsity=50%2025.04 | 62.09 | — | — | |
| GraphSAGESparsity=80%2025.04 | 61.7 | — | — | |
| SimTeGSparsity=50%2025.04 | 61.55 | — | — | |
| GLEMSparsity=80%2025.04 | 61.54 | — | — | |
| TAPESparsity=50%2025.04 | 61.4 | — | — | |
| TAPESparsity=80%2025.04 | 61.25 | — | — | |
| SimTeGSparsity=80%2025.04 | 60.61 | — | — | |
| GraphSAGESparsity=0%2025.04 | 59.65 | — | — | |
| GCNSparsity=50%2025.04 | 58.96 | — | — | |
| MLPSparsity=0%2025.04 | 51.85 | — | — | |
| DIR-GNNperturbation ratio ρ=0.32026.04 | — | 55.56 | 56.45 | |
| GATperturbation ratio ρ=0.32026.04 | — | 37.07 | 52.38 | |
| GCBperturbation ratio ρ=0.32026.04 | — | 56.65 | 56.61 | |
| GCNperturbation ratio ρ=0.32026.04 | — | 43.87 | 54.11 | |
| GIBperturbation ratio ρ=0.32026.04 | — | 38.55 | 50.74 | |
| GTperturbation ratio ρ=0.32026.04 | — | 35.36 | 51.7 | |
| MLPperturbation ratio ρ=0.32026.04 | — | 36.69 | 52.57 | |
| SAGEperturbation ratio ρ=0.32026.04 | — | 38.45 | 52.79 | |
| SEGNNperturbation ratio ρ=0.32026.04 | — | 55.15 | 55.4 | |
| VGIBperturbation ratio ρ=0.32026.04 | — | 39.13 | 50.09 |