Node Classification on dd68
28.62Micro F1APT
Evaluation Results
| Method | Links | |
|---|---|---|
| APTProtocol=fine-tuning2023.11 | 28.62 | |
| APT-GProtocol=fine-tuning2023.11 | 25.45 | |
| APT-PProtocol=fine-tuning2023.11 | 25.19 | |
| APT-RProtocol=fine-tuning2023.11 | 24.96 | |
| APT-L2Protocol=fine-tuning2023.11 | 24.62 | |
| GCCProtocol=fine-tuning, Initialization=pretrained2023.11 | 19.32 | |
| APT-GProtocol=freezing2023.11 | 17.21 | |
| APT-L2Protocol=freezing2023.11 | 16.79 | |
| APT-RProtocol=freezing2023.11 | 16.72 | |
| APT-PProtocol=freezing2023.11 | 16.58 | |
| APTProtocol=freezing2023.11 | 16.57 | |
| GCCProtocol=fine-tuning, Initialization=random2023.11 | 15.98 | |
| GCCProtocol=freezing2023.11 | 15.83 | |
| GraphCL-APTProtocol=Fine-tune2023.11 | 15.42 | |
| GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 15.35 | |
| GraphCLProtocol=fine-tuning, Initialization=pretrained2023.11 | 15.35 | |
| GraphCLInitialization=Random, Protocol=Fine-tune2023.11 | 15.04 | |
| GraphCLProtocol=fine-tuning, Initialization=random2023.11 | 15.04 | |
| DGI2023.11 | 14.35 | |
| GraphSAGE2023.11 | 14.33 | |
| GAE2023.11 | 14.09 | |
| struc2vec2023.11 | 13.71 | |
| JOAOInitialization=Random, Protocol=Fine-tune2023.11 | 10.93 | |
| JOAOProtocol=fine-tuning, Initialization=random2023.11 | 10.93 | |
| JOAO-APTProtocol=Fine-tune2023.11 | 10.71 | |
| JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 10.54 | |
| JOAOProtocol=fine-tuning, Initialization=pretrained2023.11 | 10.54 | |
| ProNE2023.11 | 10.04 | |
| GraphCLProtocol=freezing2023.11 | 9.53 | |
| DeepWalk2023.11 | 8.11 | |
| JOAOProtocol=freezing2023.11 | 7.98 | |
| Random2023.11 | 6.71 |