Node Classification on Brazil (Micro F1)
53.56Micro F1APT-R
Evaluation Results
| Method | Links | |
|---|---|---|
| APT-RProtocol=fine-tuning2023.11 | 53.56 | |
| APT-GProtocol=fine-tuning2023.11 | 53.02 | |
| APT-L2Protocol=fine-tuning2023.11 | 52.94 | |
| APTProtocol=fine-tuning2023.11 | 52.15 | |
| GraphCLProtocol=fine-tuning, Initialization=pretrained2023.11 | 51.05 | |
| GCCProtocol=fine-tuning, Initialization=random2023.11 | 50.95 | |
| APT-PProtocol=fine-tuning2023.11 | 50.05 | |
| DGI2023.11 | 49.85 | |
| GAE2023.11 | 49.26 | |
| GraphSAGE2023.11 | 49.2 | |
| APT-L2Protocol=freezing2023.11 | 48.76 | |
| GCCProtocol=fine-tuning, Initialization=pretrained2023.11 | 48.32 | |
| DeepWalk2023.11 | 47.67 | |
| APTProtocol=freezing2023.11 | 47.37 | |
| APT-PProtocol=freezing2023.11 | 47.33 | |
| ProNE2023.11 | 47.32 | |
| GCCProtocol=freezing2023.11 | 46.87 | |
| APT-RProtocol=freezing2023.11 | 46.8 | |
| APT-GProtocol=freezing2023.11 | 46.53 | |
| JOAOProtocol=fine-tuning, Initialization=random2023.11 | 45.26 | |
| GraphCLProtocol=fine-tuning, Initialization=random2023.11 | 44.21 | |
| JOAOProtocol=freezing2023.11 | 43.16 | |
| GraphCL-APTProtocol=Fine-tune2023.11 | 42.93 | |
| GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 42.91 | |
| JOAO-APTProtocol=Fine-tune2023.11 | 42.8 | |
| JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 42.21 | |
| JOAOProtocol=fine-tuning, Initialization=pretrained2023.11 | 42.11 | |
| JOAOInitialization=Random, Protocol=Fine-tune2023.11 | 42.01 | |
| GraphCLProtocol=freezing2023.11 | 41.05 | |
| GraphCLInitialization=Random, Protocol=Fine-tune2023.11 | 40.73 | |
| Random2023.11 | 39.77 | |
| struc2vec2023.11 | 38.39 |