Node Classification on DBLP Domain Adaptation Transfers
80.65F1 Score (A->C)ADAlign
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ADAlign2026.02 | 80.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | 76 | 77.62 | 77.48 | 75.83 | 79.95 | |
| TDSS2026.02 | 79.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.59 | 76.09 | 74.96 | 73.23 | 77.7 | |
| UDAGCN2026.02 | 78.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.59 | 74.37 | 75.56 | 70.1 | 76.09 | |
| A2GNN2026.02 | 78.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.31 | 76.41 | 73.28 | 74.48 | 76.01 | |
| DGSDA2026.02 | 77.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.63 | 71.61 | 75.52 | 71.82 | 76.13 | |
| GAA2026.02 | 75.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.07 | 73.57 | 71.4 | 62.66 | 72.74 | |
| HGDA2026.02 | 74.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.03 | 66.98 | 70.59 | 66.47 | 72.85 | |
| SA-GDA2026.02 | 72.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.13 | 71.4 | 70.97 | 56.83 | 69.08 | |
| GRADE2026.02 | 71.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.05 | 68.43 | 69.76 | 56.45 | 66.54 | |
| GraphAlign2026.02 | 71.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.51 | 61.37 | 71.18 | 62.33 | 65.56 | |
| DANE2026.02 | 66.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.09 | 64.04 | 60.34 | 57.98 | 62.37 | |
| GCN2026.02 | 66.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.53 | 65.06 | 65.8 | 58.95 | 64.66 | |
| AdaGCN2026.02 | 64.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.97 | 63.22 | 66.43 | 58.99 | 58.27 | |
| GIN2026.02 | 62.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.08 | 61.34 | 64.83 | 51.36 | 63.09 | |
| GAT2026.02 | 59.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.09 | 58.06 | 63.82 | 52.99 | 59.96 | |
| PairAlign2026.02 | 55.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.8 | 51.57 | 59.02 | 46.47 | 53.66 | |
| StruRW2026.02 | 54.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.54 | 51.77 | 56.74 | 44.68 | 50.47 | |
| A2GNN2026.02 | — | 80.93 | 78.06 | 75.94 | 71.31 | 75.09 | 76.41 | 77.16 | 73.28 | 73.21 | 74.48 | 79.72 | 76.01 | 75.97 | — | — | — | — | — | |
| AdaGCN2026.02 | — | 68.07 | 64.15 | 66.72 | 61.97 | 63.25 | 63.22 | 70.97 | 66.43 | 60.68 | 58.99 | 65.83 | 58.27 | 64.05 | — | — | — | — | — | |
| DANE2026.02 | — | 69.77 | 66.89 | 62.41 | 59.09 | 63.93 | 64.04 | 65.05 | 60.34 | 58.21 | 57.98 | 67.41 | 62.37 | 63.12 | — | — | — | — | — | |
| DGSDA2026.02 | — | 78.59 | 77.03 | 73.71 | 72.63 | 73.96 | 71.61 | 76.56 | 75.52 | 72.69 | 71.82 | 77.41 | 76.13 | 74.75 | — | — | — | — | — | |
| DiffGDA2026.02 | — | 82.28 | 81.07 | 76.7 | 73.2 | 75.75 | 77.04 | 78.11 | 77.09 | 74.55 | 75.96 | 80.71 | 78.53 | 77.58 | — | — | — | — | — | |
| GAA2026.02 | — | 80.03 | 75.85 | 73.32 | 68.07 | 73.15 | 73.57 | 76.04 | 71.4 | 68.32 | 62.66 | 78.27 | 72.74 | 72.65 | — | — | — | — | — | |
| GAT2026.02 | — | 62.77 | 59.6 | 60.29 | 55.09 | 58.35 | 58.06 | 67.07 | 63.82 | 54.33 | 52.99 | 63.24 | 59.96 | 59.63 | — | — | — | — | — | |
| GCN2026.02 | — | 70.82 | 66.49 | 65.05 | 59.53 | 65.44 | 65.06 | 69.46 | 65.8 | 59.92 | 58.95 | 66.83 | 64.66 | 64.83 | — | — | — | — | — | |
| GGDA2026.02 | — | 79.33 | 76.02 | 73.58 | 68.97 | 73.5 | 73.91 | 76.62 | 72.94 | 70.94 | 72.27 | 77.95 | 75.24 | 74.27 | — | — | — | — | — | |
| GIN2026.02 | — | 69.95 | 62.34 | 64.69 | 53.08 | 62.63 | 61.34 | 68.54 | 64.83 | 58.18 | 51.36 | 69.91 | 63.09 | 62.5 | — | — | — | — | — | |
| GRADE2026.02 | — | 75.02 | 71.66 | 68.17 | 63.05 | 68.96 | 68.43 | 73.48 | 69.76 | 61.72 | 56.45 | 71.69 | 66.54 | 67.91 | — | — | — | — | — | |
| GraphAlign2026.02 | — | 75.18 | 71.09 | 68.81 | 65.51 | 65.21 | 61.37 | 72.21 | 71.18 | 61.66 | 62.33 | 68.85 | 65.56 | 67.41 | — | — | — | — | — | |
| PairAlign2026.02 | — | 60.25 | 55.11 | 59.58 | 53.8 | 56.02 | 51.57 | 63.49 | 59.02 | 51.83 | 46.47 | 58.6 | 53.66 | 55.78 | — | — | — | — | — | |
| StruRW2026.02 | — | 60.48 | 54.49 | 59.63 | 52.54 | 56.18 | 51.77 | 62.5 | 56.74 | 52.25 | 44.68 | 57.55 | 50.47 | 54.94 | — | — | — | — | — | |
| TDSS2026.02 | — | 80.41 | 79.1 | 74.04 | 71.59 | 72.88 | 76.09 | 77.23 | 74.96 | 72.38 | 73.23 | 79.04 | 77.7 | 75.72 | — | — | — | — | — | |
| UDAGCN2026.02 | — | 80.68 | 78.74 | 74.66 | 72.59 | 73.46 | 74.37 | 76.97 | 75.56 | 69.36 | 70.1 | 77.81 | 76.09 | 75.03 | — | — | — | — | — |