Node Classification on dd687
20.3Micro F1APT
Evaluation Results
| Method | Links | |
|---|---|---|
| APTProtocol=fine-tuning2023.11 | 20.3 | |
| APT-L2Protocol=fine-tuning2023.11 | 17.83 | |
| APT-GProtocol=fine-tuning2023.11 | 17.78 | |
| APT-RProtocol=fine-tuning2023.11 | 17.43 | |
| APT-PProtocol=fine-tuning2023.11 | 16.4 | |
| GraphCLInitialization=Random, Protocol=Fine-tune2023.11 | 14.69 | |
| GraphCLProtocol=fine-tuning, Initialization=random2023.11 | 14.69 | |
| GraphCL-APTProtocol=Fine-tune2023.11 | 14.51 | |
| GCCProtocol=fine-tuning, Initialization=pretrained2023.11 | 13.87 | |
| DGI2023.11 | 13.57 | |
| GraphSAGE2023.11 | 13.55 | |
| GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 13.51 | |
| GraphCLProtocol=fine-tuning, Initialization=pretrained2023.11 | 13.51 | |
| GAE2023.11 | 13.43 | |
| GCCProtocol=fine-tuning, Initialization=random2023.11 | 13.16 | |
| APT-L2Protocol=freezing2023.11 | 12.68 | |
| APT-PProtocol=freezing2023.11 | 12.48 | |
| APT-RProtocol=freezing2023.11 | 12.42 | |
| JOAOProtocol=freezing2023.11 | 12.36 | |
| APTProtocol=freezing2023.11 | 12.08 | |
| APT-GProtocol=freezing2023.11 | 11.98 | |
| GCCProtocol=freezing2023.11 | 11.95 | |
| struc2vec2023.11 | 10.3 | |
| GraphCLProtocol=freezing2023.11 | 9.36 | |
| JOAO-APTProtocol=Fine-tune2023.11 | 9.32 | |
| Random2023.11 | 8.29 | |
| JOAOInitialization=Random, Protocol=Fine-tune2023.11 | 8.08 | |
| JOAOProtocol=fine-tuning, Initialization=random2023.11 | 8.08 | |
| ProNE2023.11 | 7.73 | |
| JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 7.56 | |
| JOAOProtocol=fine-tuning, Initialization=pretrained2023.11 | 7.56 | |
| DeepWalk2023.11 | 6.72 |