Node Classification on German 10-shot
65.17AccuracyADPrompt
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ADPromptPre-training strategy=BGRL2025.10 | 65.17 | 1.55 | 1.23 | |
| Cls. onlyPre-training strategy=GraphCL2025.10 | 64.5 | 4.52 | 2.63 | |
| Self-proPre-training strategy=GraphCL2025.10 | 64 | 5.44 | 4.74 | |
| ADPromptPre-training strategy=GAE2025.10 | 63.78 | 0.81 | 1.46 | |
| Cls. onlyPre-training strategy=BGRL2025.10 | 63.33 | 7.23 | 9.6 | |
| ADPromptPre-training strategy=InfoMax2025.10 | 62.67 | 1.4 | 2.21 | |
| Adv. learningPre-training strategy=InfoMax2025.10 | 61.8 | 0.82 | 6.39 | |
| ADPromptPre-training strategy=GraphCL2025.10 | 61.5 | 0.62 | 1.92 | |
| Self-proPre-training strategy=InfoMax2025.10 | 61.32 | 4.07 | 6.94 | |
| Adv. learningPre-training strategy=BGRL2025.10 | 60.17 | 5.2 | 3.71 | |
| GPFPre-training strategy=BGRL2025.10 | 60.17 | 3.16 | 4.23 | |
| GPF+Pre-training strategy=InfoMax2025.10 | 58.67 | 3.87 | 4.24 | |
| GraphPromptPre-training strategy=BGRL2025.10 | 58.54 | 5.23 | 6.24 | |
| Cls. onlyPre-training strategy=InfoMax2025.10 | 58.5 | 8.5 | 7.29 | |
| FPromptPre-training strategy=InfoMax2025.10 | 58.5 | — | 2.25 | |
| GraphPromptPre-training strategy=GAE2025.10 | 58.32 | 3.56 | 4.36 | |
| Adv. learningPre-training strategy=GraphCL2025.10 | 57.83 | 2.14 | 4.06 | |
| Adv. learningPre-training strategy=GAE2025.10 | 57 | 8.47 | 9.78 | |
| Self-proPre-training strategy=BGRL2025.10 | 56.83 | 6.67 | 5.07 | |
| GPFPre-training strategy=InfoMax2025.10 | 56.33 | 3.77 | 1.07 | |
| FPromptPre-training strategy=BGRL2025.10 | 56 | 2.97 | 5.73 | |
| Cls. onlyPre-training strategy=GAE2025.10 | 55.5 | 5.72 | 7.09 | |
| GPF+Pre-training strategy=GAE2025.10 | 55.5 | 4.27 | 1.52 | |
| FPromptPre-training strategy=GraphCL2025.10 | 55.33 | 3.98 | 3.79 | |
| GPF+Pre-training strategy=BGRL2025.10 | 54.67 | 6.29 | 4.35 | |
| GraphPromptPre-training strategy=InfoMax2025.10 | 53.67 | 5.35 | 2.39 | |
| GPFPre-training strategy=GraphCL2025.10 | 53.5 | 9.19 | 8.97 | |
| GPFPre-training strategy=GAE2025.10 | 53.5 | 4.99 | 5.73 | |
| GPF+Pre-training strategy=GraphCL2025.10 | 52.17 | 3.73 | 4.08 | |
| GraphPromptPre-training strategy=GraphCL2025.10 | 51.33 | 8.02 | 8.74 | |
| FPromptPre-training strategy=GAE2025.10 | 49.63 | 4 | 3.07 | |
| Self-proPre-training strategy=GAE2025.10 | 45 | 5.01 | 5.01 |