Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation

Benchmark Model Rank Results
node-classification-on-amz-computersGLNN#5Accuracy: 83.03± 1.87%
node-classification-on-amz-photoGLNN#11Accuracy: 92.11± 1.08%
node-classification-on-citeseerGLNN#40Accuracy: 71.77± 2.01
node-classification-on-coraGLNN#52Accuracy: 80.54± 1.35%
node-classification-on-pubmedGLNN#51Accuracy: 75.42 ± 2.31
node-property-prediction-on-ogbn-arxivGLNN#71Test Accuracy: 0.6346± 0.0045
node-property-prediction-on-ogbn-productsGLNN#54Test Accuracy: 0.6886 ± 0.0046