Polynormer: Polynomial-Expressive Graph Transformer in Linear Time

Benchmark Model Rank Results
node-classification-on-amazon-ratingsPolynormer#3Accuracy (%): 54.81 ± 0.49
node-classification-on-minesweeperPolynormer#4AUCROC: 97.46±0.36
node-classification-on-pokecPolynormer#3Accuracy: 86.10±0.05
node-classification-on-questionsPolynormer#3AUCROC: 78.92±0.89
node-classification-on-roman-empirePolynormer#1Accuracy (% ): 92.55±0.37
node-classification-on-tolokersPolynormer#1AUCROC: 85.91±0.74
node-property-prediction-on-ogbn-arxivPolynormer#35Test Accuracy: 0.7346 ± 0.0016Ext. data: No
node-property-prediction-on-ogbn-productsPolynormer#24Test Accuracy: 0.8382 ± 0.0011Ext. data: No