Node Classification on Pokec_z (10-shot)
73.18AccuracyGPF+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPF+Pre-training strategy=GraphCL2025.10 | 73.18 | 3.73 | 1.04 | |
| ADPromptPre-training strategy=GraphCL2025.10 | 71.34 | 0.71 | 0.75 | |
| Cls. onlyPre-training strategy=GraphCL2025.10 | 71.25 | 5.48 | 10 | |
| Adv. learningPre-training strategy=GAE2025.10 | 71.09 | 1.37 | 2.94 | |
| ADPromptPre-training strategy=InfoMax2025.10 | 70.87 | 0.97 | 2.72 | |
| ADPromptPre-training strategy=BGRL2025.10 | 70.68 | 1.3 | 2.39 | |
| Adv. learningPre-training strategy=GraphCL2025.10 | 70.64 | 3.4 | 6.26 | |
| FPromptPre-training strategy=GraphCL2025.10 | 70.61 | 3.84 | 4.73 | |
| Adv. learningPre-training strategy=BGRL2025.10 | 70.54 | 5.44 | 8.79 | |
| Cls. onlyPre-training strategy=BGRL2025.10 | 70.34 | 6.3 | 1.11 | |
| Cls. onlyPre-training strategy=InfoMax2025.10 | 70.13 | 1.19 | 6.12 | |
| Adv. learningPre-training strategy=InfoMax2025.10 | 70.11 | 0.99 | 5.01 | |
| Cls. onlyPre-training strategy=GAE2025.10 | 69.97 | 2.37 | 7.08 | |
| Self-proPre-training strategy=InfoMax2025.10 | 69.94 | 6.83 | 5.02 | |
| Self-proPre-training strategy=GraphCL2025.10 | 68.87 | 1.19 | 1.86 | |
| GraphPromptPre-training strategy=BGRL2025.10 | 68.55 | 2.83 | 6.33 | |
| FPromptPre-training strategy=BGRL2025.10 | 67.75 | 2.37 | 2.8 | |
| ADPromptPre-training strategy=GAE2025.10 | 67.47 | 0.35 | 0.28 | |
| GraphPromptPre-training strategy=InfoMax2025.10 | 67.44 | 4.32 | 3.55 | |
| GPF+Pre-training strategy=InfoMax2025.10 | 67.32 | 3.19 | 1.63 | |
| GraphPromptPre-training strategy=GAE2025.10 | 67.32 | 2.03 | 2.22 | |
| GPFPre-training strategy=GAE2025.10 | 67.24 | 1.88 | 2.33 | |
| GPF+Pre-training strategy=BGRL2025.10 | 67.2 | 2.12 | 1.07 | |
| Self-proPre-training strategy=GAE2025.10 | 66.44 | 3.88 | 8.74 | |
| FPromptPre-training strategy=InfoMax2025.10 | 66.43 | 3.69 | 2.43 | |
| GPFPre-training strategy=BGRL2025.10 | 66.28 | 2.42 | 2.5 | |
| GPFPre-training strategy=InfoMax2025.10 | 66.11 | 1.31 | 3.65 | |
| Self-proPre-training strategy=BGRL2025.10 | 65.58 | 4.09 | 5.43 | |
| GPF+Pre-training strategy=GAE2025.10 | 65.44 | 2.04 | 3.73 | |
| FPromptPre-training strategy=GAE2025.10 | 63.54 | 1.6 | 2.33 | |
| GraphPromptPre-training strategy=GraphCL2025.10 | 63.42 | 2 | 1.68 | |
| GPFPre-training strategy=GraphCL2025.10 | 63.4 | 6.24 | 7.8 |