Node Classification on Credit 10-shot
61.46AccuracyADPrompt
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ADPromptPre-training strategy=GAE2025.10 | 61.46 | 1.4 | 0.87 | |
| FPromptPre-training strategy=GAE2025.10 | 59.98 | 1.61 | 1.6 | |
| ADPromptPre-training strategy=GraphCL2025.10 | 59.8 | 0.82 | 0.57 | |
| Adv. learningPre-training strategy=InfoMax2025.10 | 59.67 | 2.97 | 2.91 | |
| Cls. onlyPre-training strategy=GraphCL2025.10 | 59.1 | 4.38 | 4.37 | |
| Self-proPre-training strategy=InfoMax2025.10 | 58.93 | 1.61 | 2.19 | |
| Adv. learningPre-training strategy=GraphCL2025.10 | 58.5 | 2.45 | 3.75 | |
| GPFPre-training strategy=InfoMax2025.10 | 57.39 | 3.87 | 2.81 | |
| GPFPre-training strategy=GraphCL2025.10 | 56.76 | 2.19 | 1.89 | |
| ADPromptPre-training strategy=InfoMax2025.10 | 56.01 | 1.32 | 1.2 | |
| Cls. onlyPre-training strategy=GAE2025.10 | 55.78 | 2.25 | 3.29 | |
| GPF+Pre-training strategy=GraphCL2025.10 | 55.6 | 1.36 | 1.75 | |
| GraphPromptPre-training strategy=InfoMax2025.10 | 55.43 | 2.75 | 4.66 | |
| Cls. onlyPre-training strategy=BGRL2025.10 | 55.03 | 2.88 | 3.59 | |
| ADPromptPre-training strategy=BGRL2025.10 | 54.94 | 0.43 | 1.46 | |
| GraphPromptPre-training strategy=BGRL2025.10 | 54.62 | 4.44 | 4.7 | |
| FPromptPre-training strategy=GraphCL2025.10 | 54.52 | 3.92 | 4.4 | |
| GPF+Pre-training strategy=BGRL2025.10 | 54.5 | 1.15 | 1.44 | |
| Cls. onlyPre-training strategy=InfoMax2025.10 | 54.19 | 1.8 | 2.03 | |
| FPromptPre-training strategy=BGRL2025.10 | 53.72 | 2.26 | 2.08 | |
| GraphPromptPre-training strategy=GAE2025.10 | 53.51 | 1.97 | 0.92 | |
| GPF+Pre-training strategy=InfoMax2025.10 | 53.35 | 3.09 | 3.01 | |
| Adv. learningPre-training strategy=GAE2025.10 | 53.31 | 3.81 | 4.4 | |
| Self-proPre-training strategy=BGRL2025.10 | 53.03 | 1.41 | 1.41 | |
| Self-proPre-training strategy=GraphCL2025.10 | 52.71 | 1.92 | 2.13 | |
| Adv. learningPre-training strategy=BGRL2025.10 | 52.12 | 3.7 | 3.32 | |
| GPFPre-training strategy=BGRL2025.10 | 51.82 | 2.68 | 2.48 | |
| FPromptPre-training strategy=InfoMax2025.10 | 51.52 | 3.62 | 2.44 | |
| GPFPre-training strategy=GAE2025.10 | 51.12 | 1.99 | 1.77 | |
| GraphPromptPre-training strategy=GraphCL2025.10 | 50.37 | 3.15 | 3.03 | |
| GPF+Pre-training strategy=GAE2025.10 | 49.29 | 1.77 | 2.09 | |
| Self-proPre-training strategy=GAE2025.10 | 46.98 | 2.7 | 1.6 |