Node Classification on Cora (Micro F1)
0.834Micro F1LP
Evaluation Results
| Method | Links | |
|---|---|---|
| LPsetting=Label Propagation2020.09 | 0.834 | |
| SNoRe SDFsetting=SNoRe SDF2020.09 | 0.826 | |
| NetMF (SCD)setting=NetMF (SCD)2020.09 | 0.822 | |
| SNoResetting=SNoRe2020.09 | 0.822 | |
| Deepwalksetting=Deepwalk2020.09 | 0.817 | |
| Node2Vecsetting=Node2Vec2020.09 | 0.809 | |
| ProNE2023.11 | 0.8076 | |
| VGAEsetting=VGAE2020.09 | 0.645 | |
| DeepWalk2023.11 | 0.4985 | |
| APTProtocol=fine-tuning2023.11 | 0.4751 | |
| APT-L2Protocol=fine-tuning2023.11 | 0.4748 | |
| APT-RProtocol=fine-tuning2023.11 | 0.4602 | |
| APT-GProtocol=fine-tuning2023.11 | 0.4563 | |
| APT-PProtocol=fine-tuning2023.11 | 0.4553 | |
| PPRSsetting=PPRS2020.09 | 0.445 | |
| GCCProtocol=fine-tuning, Initialization=random2023.11 | 0.437 | |
| GCCProtocol=fine-tuning, Initialization=pretrained2023.11 | 0.4334 | |
| LINEsetting=LINE2020.09 | 0.432 | |
| APTProtocol=freezing2023.11 | 0.3669 | |
| struc2vec2023.11 | 0.3601 | |
| GraphSAGE2023.11 | 0.3593 | |
| APT-PProtocol=freezing2023.11 | 0.3563 | |
| GCCProtocol=freezing2023.11 | 0.3547 | |
| APT-RProtocol=freezing2023.11 | 0.3493 | |
| APT-GProtocol=freezing2023.11 | 0.3489 | |
| APT-L2Protocol=freezing2023.11 | 0.3427 | |
| GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 0.3081 | |
| GraphCLProtocol=fine-tuning, Initialization=pretrained2023.11 | 0.3081 | |
| GraphCL-APTProtocol=Fine-tune2023.11 | 0.3063 | |
| GraphCLInitialization=Random, Protocol=Fine-tune2023.11 | 0.3045 | |
| JOAO-APTProtocol=Fine-tune2023.11 | 0.3045 | |
| GraphCLProtocol=fine-tuning, Initialization=random2023.11 | 0.3045 | |
| GAE2023.11 | 0.301 | |
| DGI2023.11 | 0.3002 | |
| JOAOInitialization=Random, Protocol=Fine-tune2023.11 | 0.2993 | |
| JOAOProtocol=fine-tuning, Initialization=random2023.11 | 0.2993 | |
| JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 0.2934 | |
| JOAOProtocol=fine-tuning, Initialization=pretrained2023.11 | 0.2934 | |
| Random2023.11 | 0.268 | |
| Randomsetting=Random2020.09 | 0.246 | |
| JOAOProtocol=freezing2023.11 | 0.1813 | |
| GraphCLProtocol=freezing2023.11 | 0.1695 |