Node Classification on Airport USA, Brazil, Europe Domain Adaptation Transfers v1
71.76F1 Micro (U->B)DiffGDA
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DiffGDA2026.02 | 71.76 | 72.21 | 54.18 | 52.58 | 54.37 | 50.37 | 57.15 | 57.56 | 56.2 | 52.93 | 74.81 | 74.84 | 60.75 | |
| TDSS2026.02 | 67.43 | 63.36 | 52.05 | 48.17 | 47.62 | 36.46 | 51.8 | 40.38 | 46.08 | 36.55 | 55.73 | 45.27 | 49.24 | |
| PairAlign2026.02 | 66.26 | 65.35 | 39.5 | 35.61 | 41.92 | 40.89 | 38.1 | 37.57 | 39.63 | 37.71 | 55.57 | 53.26 | 45.95 | |
| AdaGCN2026.02 | 65.65 | 66.15 | 50.63 | 51.45 | 46.87 | 43.89 | 54.44 | 54.92 | 48.62 | 44.37 | 73.74 | 73.34 | 56.17 | |
| GAA2026.02 | 64.89 | 59.28 | 51.7 | 50.16 | 52.5 | 50.18 | 48.22 | 42.76 | 48.7 | 47.17 | 56.07 | 55.34 | 51.98 | |
| A2GNN2026.02 | 64.24 | 61.08 | 46.62 | 43.51 | 47.66 | 38.6 | 47.67 | 42.8 | 52.72 | 48.39 | 54.81 | 46.76 | 49.57 | |
| GraphAlign2026.02 | 62.54 | 61.33 | 52.18 | 50.09 | 50.33 | 47.11 | 55.23 | 53.19 | 54.35 | 49.31 | 71.02 | 69.97 | 56.39 | |
| StruRW2026.02 | 62.44 | 62.25 | 39.7 | 37.26 | 41.45 | 40.02 | 38.3 | 36.84 | 41.21 | 38.1 | 55.11 | 52.15 | 45.4 | |
| GGDA2026.02 | 62.44 | 60.05 | 48.17 | 43.48 | 47.03 | 38.8 | 48.67 | 38.88 | 49.94 | 47.09 | 65.8 | 62.46 | 51.07 | |
| DGSDA2026.02 | 61.22 | 60.28 | 49.35 | 48.2 | 54.91 | 53.76 | 42.56 | 42.58 | 49.76 | 47.59 | 60.15 | 59.3 | 52.28 | |
| UDAGCN2026.02 | 58.17 | 56.82 | 44.51 | 41.85 | 42.17 | 34.65 | 47.97 | 47.6 | 42.79 | 41.83 | 62.29 | 61.97 | 48.55 | |
| GRADE2026.02 | 57.71 | 56.16 | 48.97 | 46.86 | 43.31 | 38.68 | 55.94 | 53.93 | 46.64 | 42.47 | 63.05 | 60.13 | 51.15 | |
| GCN2026.02 | 56.34 | 55.12 | 44.71 | 42.63 | 40.22 | 31.21 | 48.92 | 46.52 | 44.67 | 37.39 | 58.47 | 57.27 | 46.96 | |
| GAT2026.02 | 50.53 | 48.01 | 40.25 | 35.57 | 44.25 | 41.25 | 46.67 | 46.18 | 43.9 | 42.13 | 50.84 | 49.02 | 44.88 | |
| DANE2026.02 | 44.12 | 41.23 | 39.9 | 34.24 | 42.2 | 35.73 | 38.45 | 33.57 | 36.13 | 28.26 | 46.56 | 39.94 | 38.36 | |
| GIN2026.02 | 33.13 | 23.29 | 32.28 | 22.5 | 35.87 | 28.06 | 32.98 | 26.03 | 36.07 | 28.03 | 33.89 | 26.21 | 29.86 |