Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes

Benchmark Model Rank Results
node-classification-on-actor2-HiGCN#3Accuracy: 41.81±0.52
node-classification-on-chameleon2-HiGCN#26Accuracy: 68.47±0.45
node-classification-on-texas2-HiGCN#2Accuracy: 92.45±0.73
node-classification-on-wisconsin5-HiGCN#1Accuracy: 94.99±0.65
node-property-prediction-on-ogbn-arxiv3-HiGCN#75Validation Accuracy: 0.7641±0.0053