Node Classification on Credit
64.86AccuracyADPrompt
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ADPromptPre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 64.86 | 1.37 | 1.28 | |
| GraphPromptPre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 62.93 | 1.59 | 3.08 | |
| ADPromptPre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 59.86 | 0.91 | 1.54 | |
| Adv. learningPre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 59.67 | 2.97 | 2.91 | |
| ClassifierPre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 59.1 | 4.38 | 4.37 | |
| Adv. learningPre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 58.5 | 2.45 | 3.75 | |
| GPF+Pre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 58.43 | 2.53 | 2.54 | |
| ADPromptPre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 58.24 | 2.12 | 1.89 | |
| ADPromptPre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 58.14 | 1.08 | 1.48 | |
| Self-proPre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 57.91 | 1.43 | 1.37 | |
| FPromptPre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 57.74 | 3.07 | 3.7 | |
| Self-proPre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 57.61 | 1.51 | 2.27 | |
| GPF+Pre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 57.3 | 2.3 | 1.51 | |
| GraphPromptPre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 57.19 | 0.93 | 1.67 | |
| GPF+Pre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 56.87 | 3.21 | 1.58 | |
| GPFPre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 56.86 | 3.07 | 2.92 | |
| GPFPre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 56.68 | 3.67 | 2.41 | |
| GraphPromptPre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 56.06 | 4.52 | 2.89 | |
| FPromptPre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 55.99 | 1.69 | 1.55 | |
| FPromptPre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 55.8 | 2.42 | 2.95 | |
| Cls. onlyPre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 55.78 | 2.25 | 3.29 | |
| GPFPre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 55.19 | 2.23 | 2.04 | |
| GPF+Pre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 55.03 | 1.82 | 2.22 | |
| Cls. onlyPre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 55.03 | 2.88 | 3.59 | |
| FPromptPre-train Strategy=GraphCL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 54.83 | 4.1 | 3.93 | |
| GPFPre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 54.63 | 3.39 | 2.23 | |
| Cls. onlyPre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 54.19 | 3.8 | 2.03 | |
| Adv. learningPre-train Strategy=GAE, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 53.31 | 3.81 | 4.4 | |
| Self-proPre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 53.29 | 2.62 | 2.41 | |
| Adv. learningPre-train Strategy=BGRL, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 52.12 | 3.7 | 3.32 | |
| GraphPromptPre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 49.38 | 2.67 | 3.29 | |
| Self-proPre-train Strategy=InfoMax, Shot Count=50-shot, Backbone=2-layer GCN2025.10 | 46.49 | 2.86 | 2.13 |