Leaderboards for Graph Property Prediction

Check leaderboards for
- ogbg-molhiv
- ogbg-molpcba
- ogbg-ppa
- ogbg-code

The bold method name indicates that the implementation is official (by the author of the original paper).
Package denotes the required package version for each dataset to be eligible for the leaderboard.


Leaderboard for ogbg-molhiv

The ROC-AUC score on the test set. The higher, the better.

Package: >=1.1.1

Rank Method ROC-AUC Contact References #Params Hardware Date
1 HIMP 0.7880 ± 0.0082 Matthias Fey Paper, Code 153,029 GeForce RTX 2080 (11GB GPU) Jun 22, 2020
2 DeeperGCN 0.7858 ± 0.0117 Guohao Li - DeepGCNs.org Paper, Code 531,976 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2020
3 GatedGCN 0.7765 ± 0.0050 Chaitanya Joshi Paper, Code Please tell us Please tell us May 9, 2020
4 WEGL 0.7757 ± 0.0111 Navid Naderializadeh Paper, Code 361,064 NVIDIA Tesla P100 (16GB GPU) Jun 26, 2020
5 GIN+virtual node 0.7707 ± 0.0149 Weihua Hu – OGB team Paper, Code 3,336,306 GeForce RTX 2080 (11GB GPU) May 1, 2020
6 GCN 0.7606 ± 0.0097 Weihua Hu – OGB team Paper, Code 527,701 GeForce RTX 2080 (11GB GPU) May 1, 2020
7 GCN+virtual node 0.7599 ± 0.0119 Weihua Hu – OGB team Paper, Code 1,978,801 GeForce RTX 2080 (11GB GPU) May 1, 2020
8 GIN 0.7558 ± 0.0140 Weihua Hu – OGB team Paper, Code 1,885,206 GeForce RTX 2080 (11GB GPU) May 1, 2020
9 Graph-agnostic MLP 0.6819 ± 0.0071 Chaitanya Joshi Paper, Code Please tell us Please tell us May 9, 2020


Leaderboard for ogbg-molpcba

The PRC-AUC score on the test set. The higher, the better.

Package: >=1.1.1

Rank Method PRC-AUC Contact References #Params Hardware Date
1 HIMP 0.2739 ± 0.0017 Matthias Fey Paper, Code 3,224,534 GeForce RTX 2080 (11GB GPU) Jun 22, 2020
2 GIN+virtual node 0.2655 ± 0.0027 Weihua Hu – OGB team Paper, Code 3,374,533 GeForce RTX 2080 (11GB GPU) May 1, 2020
3 GCN+virtual node 0.2397 ± 0.0023 Weihua Hu – OGB team Paper, Code 2,017,028 GeForce RTX 2080 (11GB GPU) May 1, 2020
4 GIN 0.2217 ± 0.0023 Weihua Hu – OGB team Paper, Code 1,923,433 GeForce RTX 2080 (11GB GPU) May 1, 2020
5 GatedGCN 0.2077 ± 0.0027 Chaitanya Joshi Paper, Code Please tell us Please tell us May 12, 2020
6 GCN 0.1983 ± 0.0016 Weihua Hu – OGB team Paper, Code 565,928 GeForce RTX 2080 (11GB GPU) May 1, 2020
7 Graph-agnostic MLP 0.0823 ± 0.0004 Chaitanya Joshi Paper, Code Please tell us Please tell us May 12, 2020


Leaderboard for ogbg-ppa

The multi-class classification accuracy on the test set. The higher, the better.

Package: >=1.1.1

Rank Method Accuracy Contact References #Params Hardware Date
1 DeeperGCN 0.7712 ± 0.0071 Guohao Li - DeepGCNs.org Paper, Code 2,336,421 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2020
2 GIN+virtual node 0.7037 ± 0.0107 Weihua Hu – OGB team Paper, Code 3,288,042 GeForce RTX 2080 (11GB GPU) May 1, 2020
3 GIN 0.6892 ± 0.0100 Weihua Hu – OGB team Paper, Code 1,836,942 GeForce RTX 2080 (11GB GPU) May 1, 2020
4 GCN+virtual node 0.6857 ± 0.0061 Weihua Hu – OGB team Paper, Code 1,930,537 GeForce RTX 2080 (11GB GPU) May 1, 2020
5 GCN 0.6839 ± 0.0084 Weihua Hu – OGB team Paper, Code 479,437 GeForce RTX 2080 (11GB GPU) May 1, 2020


Leaderboard for ogbg-code

The F1 score on the test set. The higher, the better.

Package: >=1.2.0

Rank Method F1 score Contact References #Params Hardware Date
1 GCN+virtual node 0.3263 ± 0.0013 Weihua Hu – OGB team Paper, Code 12,476,210 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
2 GIN+virtual node 0.3204 ± 0.0018 Weihua Hu – OGB team Paper, Code 13,833,715 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
3 GCN 0.3163 ± 0.0018 Weihua Hu – OGB team Paper, Code 11,025,110 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
3 GIN 0.3163 ± 0.0020 Weihua Hu – OGB team Paper, Code 12,382,615 GeForce RTX 2080 (11GB GPU) Jun 10, 2020