Leaderboards for Node Property Prediction

Check leaderboards for
- ogbn-products
- ogbn-proteins
- ogbn-arxiv
- ogbn-papers100M
- ogbn-mag

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 ogbn-products

The classification accuracy on the test set. The higher, the better.

Package: >=1.1.1

Rank Method Accuracy Contact References #Params Hardware Date
1 HGT (LADIES Sample) 0.8560 ± 0.0040 Ziniu Hu Paper, Code 2,025,573 Tesla K80 (12GB GPU) Jul 8, 2020
2 DeeperGCN 0.8098 ± 0.0020 Guohao Li - DeepGCNs.org Paper, Code 253,743 NVIDIA Tesla V100 (32GB GPU) Jun 28, 2020
3 GAT with NeighborSampling 0.7945 ± 0.0059 Matthias Fey Paper, Code 1,751,574 GeForce RTX 2080 (11GB GPU) May 24, 2020
4 GraphSAINT (SAGE aggr) 0.7908 ± 0.0024 Matthias Fey – OGB team Paper, Code 206,895 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
5 ClusterGCN (SAGE aggr) 0.7897 ± 0.0033 Matthias Fey – OGB team Paper, Code 206,895 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
6 NeighborSampling (SAGE aggr) 0.7870 ± 0.0036 Matthias Fey – OGB team Paper, Code 206,895 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
7 Full-batch GraphSAGE 0.7850 ± 0.0014 Matthias Fey – OGB team Paper, Code 206,895 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
8 GraphSAGE 0.7829 ± 0.0016 Quan Gan (DGL Team) Paper, Code Please tell us Please tell us May 12, 2020
9 Full-batch GCN 0.7564 ± 0.0021 Matthias Fey – OGB team Paper, Code 103,727 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
10 Node2vec 0.7249 ± 0.0010 Matthias Fey – OGB team Paper, Code 313,612,207 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
11 MLP 0.6106 ± 0.0008 Matthias Fey – OGB team Paper, Code 103,727 GeForce RTX 2080 (11GB GPU) Jun 10, 2020


Leaderboard for ogbn-proteins

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 DeeperGCN 0.8580 ± 0.0017 Guohao Li - DeepGCNs.org Paper, Code 2,374,568 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2020
2 DeepGCN 0.8486 ± 0.0028 Guohao Li - DeepGCNs.org Paper, Code 2,374,456 NVIDIA Tesla V100 (32GB GPU) Jun 20, 2020
3 GeniePath-BS 0.7825 ± 0.0035 Zhengwei WU (AGL Team) Paper, Code Please tell us Please tell us Jun 10, 2020
4 GaAN 0.7803 ± 0.0073 Wenjin Wang (PGL Team) Paper, Code Please tell us Please tell us May 26, 2020
5 GraphSAGE 0.7768 ± 0.0020 Matthias Fey – OGB team Paper, Code 193,136 GeForce RTX 2080 (11GB GPU) May 1, 2020
6 MLP 0.7204 ± 0.0048 Matthias Fey – OGB team Paper, Code 96,880 GeForce RTX 2080 (11GB GPU) May 1, 2020
7 Node2vec 0.6881 ± 0.0065 Matthias Fey – OGB team Paper, Code 17,094,000 GeForce RTX 2080 (11GB GPU) May 1, 2020
8 GCN 0.6511 ± 0.0152 Matthias Fey – OGB team Paper, Code 96,880 GeForce RTX 2080 (11GB GPU) May 1, 2020


Leaderboard for ogbn-arxiv

The classification accuracy on the test set. The higher, the better.

Package: >=1.1.1

Rank Method Accuracy Contact References #Params Hardware Date
1 GCNII 0.7274 ± 0.0016 Ming Chen Paper, Code 2,148,648 Quadro RTX 8000 (48GB GPU) Jul 7, 2020
2 GaAN 0.7197 ± 0.0024 Hui Zhong (PGL Team) Paper, Code 1,471,506 NVIDIA Tesla V100 (16GB GPU) Jun 16, 2020
3 DeeperGCN 0.7192 ± 0.0016 Guohao Li - DeepGCNs.org Paper, Code 491,176 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2020
4 GCN 0.7174 ± 0.0029 Matthias Fey – OGB team Paper, Code 142,888 GeForce RTX 2080 (11GB GPU) May 1, 2020
5 GraphSAGE 0.7149 ± 0.0027 Matthias Fey – OGB team Paper, Code 218,664 GeForce RTX 2080 (11GB GPU) May 1, 2020
6 GraphZoom (Node2vec) 0.7118 ± 0.0018 Xiuyu Li - GraphZoom Paper, Code 8,963,624 GeForce GTX 1080 Ti (11GB GPU) Jul 2, 2020
7 Node2vec 0.7007 ± 0.0013 Matthias Fey – OGB team Paper, Code 21,818,792 GeForce RTX 2080 (11GB GPU) May 1, 2020
8 MLP 0.5550 ± 0.0023 Matthias Fey – OGB team Paper, Code 110,120 GeForce RTX 2080 (11GB GPU) May 1, 2020


Leaderboard for ogbn-papers100M

The classification accuracy on the test set. The higher, the better.

Package: >=1.2.0

Rank Method Accuracy Contact References #Params Hardware Date
1 SGC 0.6329 ± 0.0019 Weihua Hu – OGB team Paper, Code 144,044 Xeon E7-8890x (1.5TB CPU) Jun 10, 2020
2 Node2vec 0.5560 ± 0.0023 Weihua Hu – OGB team Paper, Code 14,215,818,412 Xeon E7-8890x (1.5TB CPU) Jun 26, 2020
3 MLP 0.4724 ± 0.0031 Weihua Hu – OGB team Paper, Code 144,044 Xeon E7-8890x (1.5TB CPU) Jun 10, 2020


Leaderboard for ogbn-mag

The classification accuracy on the test set. The higher, the better.

Package: >=1.2.1

Rank Method Accuracy Contact References #Params Hardware Date
1 HGT (LADIES Sample) 0.5007 ± 0.0043 Ziniu Hu Paper, Code 21,173,389 Tesla K80 (12GB GPU) Jul 7, 2020
2 GraphSAINT (R-GCN aggr) 0.4751 ± 0.0022 Matthias Fey – OGB team Paper, Code 154,366,772 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
3 NeighborSampling (R-GCN aggr) 0.4678 ± 0.0067 Matthias Fey – OGB team Paper, Code 154,366,772 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
4 Full-batch R-GCN 0.3977 ± 0.0046 Matthias Fey – OGB team Paper, Code 154,366,772 Quadro RTX 8000 (48GB GPU) Jun 26, 2020
5 ClusterGCN (R-GCN aggr) 0.3732 ± 0.0037 Matthias Fey – OGB team Paper, Code 154,366,772 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
6 MetaPath2vec 0.3544 ± 0.0036 Matthias Fey – OGB team Paper, Code 94,479,069 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
7 MLP 0.2692 ± 0.0026 Matthias Fey – OGB team Paper, Code 188,509 GeForce RTX 2080 (11GB GPU) Jun 26, 2020