Dimensionality Reduction Meets Message Passing for Graph Node Embeddings

Benchmark Model Rank Results
node-classification-on-redditPCAPass + XGBoost#9Accuracy: 96.26 ± 0.02%
node-property-prediction-on-ogbn-arxivPCAPass + XGBoost#66Test Accuracy: 0.7187 ± 0.0003Ext. data: No
node-property-prediction-on-ogbn-papers100mPCAPass + LightGBM#14Test Accuracy: 0.6591 ± 0.0003Ext. data: No
node-property-prediction-on-ogbn-productsPCAPass + XGBoost#35Test Accuracy: 0.8115 ± 0.0002Ext. data: No