Node Classification on Cornell (Micro F1)
67.08Micro F1APT
Evaluation Results
| Method | Links | |
|---|---|---|
| APTProtocol=fine-tuning2023.11 | 67.08 | |
| APT-L2Protocol=fine-tuning2023.11 | 67.04 | |
| APT-RProtocol=fine-tuning2023.11 | 66.28 | |
| APT-GProtocol=fine-tuning2023.11 | 66.09 | |
| GraphCL-APTProtocol=Fine-tune2023.11 | 64.46 | |
| APT-PProtocol=fine-tuning2023.11 | 64.24 | |
| GraphCLInitialization=Random, Protocol=Fine-tune2023.11 | 63.85 | |
| GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 63.85 | |
| GraphCLProtocol=fine-tuning, Initialization=random2023.11 | 63.85 | |
| GraphCLProtocol=fine-tuning, Initialization=pretrained2023.11 | 63.85 | |
| GCCProtocol=fine-tuning, Initialization=pretrained2023.11 | 59.47 | |
| APT-L2Protocol=freezing2023.11 | 55.11 | |
| APT-RProtocol=freezing2023.11 | 54.48 | |
| APT-GProtocol=freezing2023.11 | 54.45 | |
| GCCProtocol=fine-tuning, Initialization=random2023.11 | 53.85 | |
| APTProtocol=freezing2023.11 | 53.38 | |
| GCCProtocol=freezing2023.11 | 52.57 | |
| JOAO-APTProtocol=Fine-tune2023.11 | 51.92 | |
| APT-PProtocol=freezing2023.11 | 51.9 | |
| JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 50 | |
| JOAOProtocol=fine-tuning, Initialization=pretrained2023.11 | 50 | |
| DGI2023.11 | 49.46 | |
| GraphSAGE2023.11 | 47.03 | |
| GAE2023.11 | 45.78 | |
| struc2vec2023.11 | 45.39 | |
| JOAOInitialization=Random, Protocol=Fine-tune2023.11 | 45.38 | |
| JOAOProtocol=fine-tuning, Initialization=random2023.11 | 45.38 | |
| ProNE2023.11 | 44.67 | |
| JOAOProtocol=freezing2023.11 | 42.69 | |
| DeepWalk2023.11 | 39.61 | |
| GraphCLProtocol=freezing2023.11 | 38.85 | |
| Random2023.11 | 26.79 |