PANDA: Expanded Width-Aware Message Passing Beyond Rewiring

Benchmark Model Rank Results
graph-classification-on-collabR-GIN + PANDA#20Accuracy: 77.8%
graph-classification-on-collabGIN + PANDA#24Accuracy: 75.11%
graph-classification-on-collabR-GCN + PANDA#28Accuracy: 71.4%
graph-classification-on-collabGCN + PANDA#31Accuracy: 68.4%
graph-classification-on-enzymesR-GIN + PANDA#36Accuracy: 53.1
graph-classification-on-enzymesGIN + PANDA#40Accuracy: 46.2
graph-classification-on-enzymesR-GCN + PANDA#42Accuracy: 43.9
graph-classification-on-enzymesGCN + PANDA#46Accuracy: 31.55
graph-classification-on-imdb-binaryGIN + PANDA#2Accuracy: 72.56
graph-classification-on-imdb-binaryR-GIN + PANDA#3Accuracy: 72.09
graph-classification-on-imdb-binaryR-GCN + PANDA#7Accuracy: 66.79
graph-classification-on-imdb-binaryGCN + PANDA#8Accuracy: 63.76
graph-classification-on-mutagR-GCN + PANDA#19Accuracy: 90.05%
graph-classification-on-mutagGIN + PANDA#29Accuracy: 88.75%
graph-classification-on-mutagR-GIN + PANDA#37Accuracy: 88.2%
graph-classification-on-mutagGCN + PANDA#54Accuracy: 85.75%
graph-classification-on-peptides-funcGCN + PANDA#38AP: 0.6028±0.0031
graph-classification-on-proteinsR-GIN + PANDA#47Accuracy: 76.17
graph-classification-on-proteinsGCN + PANDA#48Accuracy: 76
graph-classification-on-proteinsR-GCN + PANDA#49Accuracy: 76
graph-classification-on-proteinsGIN + PANDA#51Accuracy: 75.759
graph-classification-on-reddit-binaryR-GIN + PANDA#1Accuracy: 91.36
graph-classification-on-reddit-binaryGIN + PANDA#3Accuracy: 91.055
graph-classification-on-reddit-binaryGCN + PANDA#4Accuracy: 80.69
graph-classification-on-reddit-binaryR-GCN + PANDA#5Accuracy: 80.2
graph-regression-on-peptides-structGCN + PANDA#31MAE: 0.3272±0.0001