Node Classification on dd242
79.67Micro F1APT
Evaluation Results
| Method | Links | |
|---|---|---|
| APTProtocol=fine-tuning2023.11 | 79.67 | |
| APT-RProtocol=fine-tuning2023.11 | 79.14 | |
| APT-PProtocol=fine-tuning2023.11 | 78.99 | |
| APT-L2Protocol=fine-tuning2023.11 | 78.75 | |
| APT-GProtocol=fine-tuning2023.11 | 77.6 | |
| GraphCL-APTProtocol=Fine-tune2023.11 | 75.14 | |
| JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 75 | |
| JOAOProtocol=fine-tuning, Initialization=pretrained2023.11 | 75 | |
| GCCProtocol=fine-tuning, Initialization=pretrained2023.11 | 74.46 | |
| GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 73.57 | |
| GraphCLProtocol=fine-tuning, Initialization=pretrained2023.11 | 73.57 | |
| APTProtocol=freezing2023.11 | 73.39 | |
| JOAO-APTProtocol=Fine-tune2023.11 | 72.29 | |
| JOAOInitialization=Random, Protocol=Fine-tune2023.11 | 72.14 | |
| JOAOProtocol=fine-tuning, Initialization=random2023.11 | 72.14 | |
| JOAOProtocol=freezing2023.11 | 71.22 | |
| APT-L2Protocol=freezing2023.11 | 69.82 | |
| APT-GProtocol=freezing2023.11 | 68.69 | |
| APT-RProtocol=freezing2023.11 | 68.12 | |
| GraphSAGE2023.11 | 67.93 | |
| GCCProtocol=freezing2023.11 | 67.47 | |
| APT-PProtocol=freezing2023.11 | 66.55 | |
| GraphCLInitialization=Random, Protocol=Fine-tune2023.11 | 64.43 | |
| GraphCLProtocol=fine-tuning, Initialization=random2023.11 | 64.43 | |
| GCCProtocol=fine-tuning, Initialization=random2023.11 | 58.51 | |
| GAE2023.11 | 57.88 | |
| DGI2023.11 | 56.44 | |
| GraphCLProtocol=freezing2023.11 | 50.71 | |
| ProNE2023.11 | 50.24 | |
| DeepWalk2023.11 | 43.16 | |
| Random2023.11 | 32.16 | |
| struc2vec2023.11 | 25.54 |