Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction

Benchmark Model Rank Results
node-property-prediction-on-ogbn-arxivGIANT-XRT+RevGAT+KD (use raw text)#10Test Accuracy: 0.7615 ± 0.0010Ext. data: Yes
node-property-prediction-on-ogbn-arxivGIANT-XRT+GraphSAGE (use raw text)#11Test Accuracy: 0.7435 ± 0.0014Ext. data: Yes
node-property-prediction-on-ogbn-arxivGIANT-XRT+MLP (use raw text)#41Test Accuracy: 0.7306 ± 0.0011Ext. data: Yes
node-property-prediction-on-ogbn-papers100mGIANT-XRT+GAMLP+RLU (use raw text)#2Test Accuracy: 0.6967 ± 0.0005Ext. data: Yes
node-property-prediction-on-ogbn-productsGIANT-XRT+SAGN+SLE+C&S (use raw text)#10Test Accuracy: 0.8643 ± 0.0020Ext. data: Yes
node-property-prediction-on-ogbn-productsGIANT-XRT+SAGN+SLE (use raw text)#11Test Accuracy: 0.8622 ± 0.0022Ext. data: Yes
node-property-prediction-on-ogbn-productsGIANT-XRT+GraphSAINT(use raw text)#22Test Accuracy: 0.8415 ± 0.0022Ext. data: Yes
node-property-prediction-on-ogbn-productsGIANT-XRT+MLP (use raw text)#40Test Accuracy: 0.8049 ± 0.0028Ext. data: Yes