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 and validation sets. The higher, the better.

Package: >=1.1.1

Rank Method Ext. data Test Accuracy Validation Accuracy Contact References #Params Hardware Date
1 GIANT-XRT+SAGN+SCR+C&S Yes 0.8680 ± 0.0007 0.9357 ± 0.0004 Yufei He (CogDL Team) Paper, Code 1,154,654 GeForce RTX 3090 24GB (GPU) Jun 13, 2022
2 GIANT-XRT+SAGN+MCR+C&S Yes 0.8673 ± 0.0008 0.9387 ± 0.0002 Yufei He (CogDL Team) Paper, Code 1,154,654 GeForce RTX™ 3090 24GB (GPU) Dec 8, 2021
3 GIANT-XRT+SAGN+SCR Yes 0.8667 ± 0.0009 0.9364 ± 0.0005 Yufei He (CogDL Team) Paper, Code 1,154,654 GeForce RTX™ 3090 24GB (GPU) Jun 13, 2022
4 GIANT-XRT+SAGN+MCR Yes 0.8651 ± 0.0009 0.9389 ± 0.0002 Yufei He (CogDL Team) Paper, Code 1,154,654 GeForce RTX™ 3090 24GB (GPU) Dec 8, 2021
5 GIANT-XRT+SAGN+SLE+C&S (use raw text) Yes 0.8643 ± 0.0020 0.9352 ± 0.0005 Eli Chien (UIUC) Paper, Code 1,548,382 Tesla T4 (16GB GPU) Nov 8, 2021
6 GIANT-XRT+SAGN+SLE (use raw text) Yes 0.8622 ± 0.0022 0.9363 ± 0.0005 Eli Chien (UIUC) Paper, Code 1,548,382 Tesla T4 (16GB GPU) Nov 8, 2021
7 GIANT-XRT+GAMLP+MCR Yes 0.8591 ± 0.0008 0.9402 ± 0.0004 Yufei He (CogDL Team) Paper, Code 2,144,151 GeForce RTX™ 3090 24GB (GPU) Dec 8, 2021
8 GAMLP+RLU+SCR+C&S No 0.8520 ± 0.0008 0.9304 ± 0.0005 Yufei He (CogDL Team) Paper, Code 3,335,831 GeForce RTX™ 3090 24GB (GPU) Dec 8, 2021
9 GAMLP+RLU+SCR No 0.8505 ± 0.0009 0.9292 ± 0.0005 Yufei He (CogDL Team) Paper, Code 3,335,831 GeForce RTX™ 3090 24GB (GPU) Dec 8, 2021
10 SAGN+SLE (4 stages)+C&S No 0.8485 ± 0.0010 0.9302 ± 0.0003 Chuxiong Sun (CTRI) Paper, Code 2,179,678 Tesla V100 (16GB GPU) Sep 21, 2021
11 SAGN+SLE (4 stages) No 0.8468 ± 0.0012 0.9309 ± 0.0007 Chuxiong Sun (CTRI) Paper, Code 2,179,678 Tesla V100 (16GB GPU) Sep 21, 2021
12 GAMLP+MCR No 0.8462 ± 0.0003 0.9319 ± 0.0003 Yufei He (CogDL Team) Paper, Code 3,335,831 GeForce RTX™ 3090 24GB (GPU) Dec 8, 2021
13 GAMLP+RLU No 0.8459 ± 0.0010 0.9324 ± 0.0005 Wentao Zhang (PKU Tencent Joint Lab) Paper, Code 3,335,831 Tesla V100 (32GB) Aug 19, 2021
14 Spec-MLP-Wide + C&S No 0.8451 ± 0.0006 0.9132 ± 0.0010 Huixuan Chi (AML@ByteDance) Paper, Code 406,063 Tesla V100 (32GB) Jul 27, 2021
15 SAGN+MCR No 0.8441 ± 0.0005 0.9325 ± 0.0004 Yufei He (CogDL Team) Paper, Code 2,179,678 GeForce RTX™ 3090 24GB (GPU) Dec 8, 2021
16 SAGN+SLE No 0.8428 ± 0.0014 0.9287 ± 0.0003 Chuxiong Sun Paper, Code 2,179,678 Tesla V100 (16GB GPU) Apr 19, 2021
17 MLP + C&S No 0.8418 ± 0.0007 0.9147 ± 0.0009 Horace He (Cornell) Paper, Code 96,247 GeForce RTX 2080 (11GB GPU) Oct 27, 2020
18 GIANT-XRT+GraphSAINT(use raw text) Yes 0.8415 ± 0.0022 0.9318 ± 0.0004 Eli Chien (UIUC) Paper, Code 417,583 Tesla T4 (16GB GPU) Nov 8, 2021
19 GAMLP No 0.8354 ± 0.0009 0.9312 ± 0.0003 Wentao Zhang (PKU Tencent Joint Lab) Paper, Code 3,335,831 Tesla V100 (32GB) Aug 22, 2021
20 AGDN No 0.8334 ± 0.0027 0.9229 ± 0.0010 Chuxiong Sun Paper, Code 1,544,047 Tesla V100 (16GB GPU) Sep 2, 2022
21 RevGNN-112 No 0.8307 ± 0.0030 0.9290 ± 0.0007 Guohao Li - PyG Team Paper, Code 2,945,007 NVIDIA Tesla V100 (32GB GPU) May 27, 2022
22 Linear + C&S No 0.8301 ± 0.0001 0.9134 ± 0.0001 Horace He (Cornell) Paper, Code 10,763 GeForce RTX 2080 (11GB GPU) Oct 27, 2020
23 UniMP No 0.8256 ± 0.0031 0.9308 ± 0.0017 Yunsheng Shi (PGL team) Paper, Code 1,475,605 Tesla V100 (32GB) Sep 8, 2020
24 Plain Linear + C&S No 0.8254 ± 0.0003 0.9103 ± 0.0001 Horace He (Cornell) Paper, Code 4,747 GeForce RTX 2080 (11GB GPU) Oct 27, 2020
25 DeeperGCN+FLAG No 0.8193 ± 0.0031 0.9221 ± 0.0037 Kezhi Kong Paper, Code 253,743 NVIDIA Tesla V100 (32GB GPU) Oct 20, 2020
26 GAT+FLAG No 0.8176 ± 0.0045 0.9251 ± 0.0006 Kezhi Kong Paper, Code 751,574 GeForce RTX 2080 Ti (11GB GPU) Oct 20, 2020
27 GraphSAGE + C&S + node2vec No 0.8154 ± 0.0050 0.9238 ± 0.0006 HuiXuan Chi Paper, Code 103,983 Tesla V100 (32GB) Apr 6, 2021
28 SAGN No 0.8120 ± 0.0007 0.9309 ± 0.0004 Chuxiong Sun Paper, Code 2,233,391 Tesla V100 (16GB GPU) Apr 19, 2021
29 PCAPass + XGBoost No 0.8115 ± 0.0002 0.9200 ± 0.0005 Krzysztof Sadowski (Intel) Paper, Code 0 Intel Xeon 8375C (CPU 128GB) Feb 2, 2022
30 E2EG (use raw text) Yes 0.8098 ± 0.0040 0.9234 ± 0.0009 Tu Anh Dinh Paper, Code 66,793,520 GeForce GTX 1080 Ti (11GB GPU) Aug 11, 2022
30 DeeperGCN No 0.8098 ± 0.0020 0.9238 ± 0.0009 Guohao Li - DeepGCNs.org Paper, Code 253,743 NVIDIA Tesla V100 (32GB GPU) Jun 28, 2020
31 GAT w/NS + C&S No 0.8092 ± 0.0037 0.9263 ± 0.0008 HuiXuan Chi Paper, Code 753,622 Tesla V100 (32GB) Apr 4, 2021
32 SIGN No 0.8052 ± 0.0016 0.9299 ± 0.0004 Lingfan Yu (DGL Team) Paper, Code 3,483,703 Tesla T4 (15 GB GPU) Nov 5, 2020
33 GIANT-XRT+MLP (use raw text) Yes 0.8049 ± 0.0028 0.9210 ± 0.0009 Eli Chien (UIUC) Paper, Code 275,759 Tesla T4 (16GB GPU) Nov 8, 2021
34 GraphSAGE w/NS + C&S No 0.8041 ± 0.0022 0.9238 ± 0.0007 HuiXuan Chi Paper, Code 207,919 Tesla V100 (32GB) Apr 5, 2021
35 GraphSAINT-inductive No 0.8027 ± 0.0026 Please tell us Hanqing Zeng Paper, Code 331,661 Tesla P100 (16GB GPU) Jul 13, 2020
36 ClusterGCN+residual+3 layers No 0.7971 ± 0.0042 0.9188 ± 0.0008 Horace He (Cornell) Paper, Code 456,034 GeForce RTX 2080 (11GB GPU) Oct 6, 2020
37 GAT with NeighborSampling No 0.7945 ± 0.0059 Please tell us Matthias Fey Paper, Code 751,574 GeForce RTX 2080 (11GB GPU) May 24, 2020
38 GraphSAGE+FLAG No 0.7936 ± 0.0057 0.9205 ± 0.0007 Kezhi Kong Paper, Code 206,895 GeForce RTX 2080 Ti (11GB GPU) Oct 20, 2020
39 Cluster-GAT No 0.7923 ± 0.0078 0.8985 ± 0.0022 Xiang Song Paper, Code 1,540,848 EC2 P3.2xlarge (V100) Aug 2, 2020
40 GraphSAINT (SAGE aggr) No 0.7908 ± 0.0024 0.9162 ± 0.0008 Matthias Fey – OGB team Paper, Code 206,895 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
41 ClusterGCN (SAGE aggr) No 0.7897 ± 0.0033 0.9212 ± 0.0009 Matthias Fey – OGB team Paper, Code 206,895 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
42 NeighborSampling (SAGE aggr) No 0.7870 ± 0.0036 0.9170 ± 0.0009 Matthias Fey – OGB team Paper, Code 206,895 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
43 Full-batch GraphSAGE No 0.7850 ± 0.0014 0.9224 ± 0.0007 Matthias Fey – OGB team Paper, Code 206,895 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
44 GraphSAGE No 0.7829 ± 0.0016 Please tell us Quan Gan (DGL Team) Paper, Code Please tell us Please tell us May 12, 2020
45 Full-batch GCN No 0.7564 ± 0.0021 0.9200 ± 0.0003 Matthias Fey – OGB team Paper, Code 103,727 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
46 Label Propagation No 0.7434 ± 0.0000 0.9091 ± 0.0000 Horace He (Cornell) Paper, Code 0 GeForce RTX 2080 (11GB GPU) Oct 3, 2020
47 GraphZoom (Node2vec) No 0.7406 ± 0.0026 0.9066 ± 0.0011 Xiuyu Li - GraphZoom Paper, Code 120,251,183 NVIDIA TITAN RTX (24GB GPU) Oct 6, 2020
48 Node2vec No 0.7249 ± 0.0010 0.9032 ± 0.0006 Matthias Fey – OGB team Paper, Code 313,612,207 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
49 CoLinkDistMLP No 0.6259 ± 0.0010 0.7721 ± 0.0015 Yi Luo (UESTC) Paper, Code 115,806 Geforce GTX 1080 Ti (11GB GPU) Jun 17, 2021
50 MLP+FLAG No 0.6241 ± 0.0016 0.7688 ± 0.0014 Kezhi Kong Paper, Code 103,727 GeForce RTX 2080 Ti (11GB GPU) Nov 17, 2020
51 MLP No 0.6106 ± 0.0008 0.7554 ± 0.0014 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 and validation sets. The higher, the better.

Package: >=1.1.1

Rank Method Ext. data Test ROC-AUC Validation ROC-AUC Contact References #Params Hardware Date
1 AGDN No 0.8865 ± 0.0013 0.9418 ± 0.0005 Chuxiong Sun Paper, Code 8,605,486 Tesla V100 (16GB GPU) Sep 2, 2022
2 RevGNN-Wide No 0.8824 ± 0.0015 0.9450 ± 0.0008 Guohao Li - DeepGCNs.org Paper, Code 68,471,608 NVIDIA RTX 6000 (48G) Jun 16, 2021
3 GAT+BOT+NGNN No 0.8809 ± 0.0016 0.9375 ± 0.0019 Xiang song (DGL team) Paper, Code 11,740,552 Tesla V100 (32GB) Jan 23, 2022
4 RevGNN-Deep No 0.8774 ± 0.0013 0.9326 ± 0.0006 Guohao Li - DeepGCNs.org Paper, Code 20,031,384 NVIDIA RTX 6000 (48G) Jun 16, 2021
5 GAT+BoT No 0.8765 ± 0.0008 0.9280 ± 0.0008 Yangkun Wang (DGL Team) Paper, Code 2,484,192 Tesla A100 (40GB GPU) Jun 16, 2021
6 GAT + labels + node2vec No 0.8711 ± 0.0007 0.9217 ± 0.0011 Huixuan Chi Paper, Code 6,360,470 Tesla V100 (32GB) Jun 7, 2021
7 GIPA No 0.8700 ± 0.0010 0.9187 ± 0.0003 Qinkai Zheng (GeaLearn Team) Paper, Code 4,831,056 GeForce Titan RTX (24GB GPU) May 13, 2021
8 UniMP+CrossEdgeFeat No 0.8691 ± 0.0018 0.9258 ± 0.0009 Yelrose (PGL Team) Paper, Code 1,959,984 Tesla V100 (32GB) Nov 24, 2020
9 GAT+EdgeFeatureAtt No 0.8682 ± 0.0021 0.9194 ± 0.0003 Yangkun Wang (DGL Team) Paper, Code 2,475,232 p3.8xlarge (15GB GPU) Nov 6, 2020
10 UniMP No 0.8642 ± 0.0008 0.9175 ± 0.0006 Yunsheng Shi (PGL team) Paper, Code 1,909,104 Tesla V100 (32GB) Sep 8, 2020
11 DeeperGCN+FLAG No 0.8596 ± 0.0027 0.9132 ± 0.0022 Kezhi Kong Paper, Code 2,374,568 GeForce RTX 2080 Ti (11GB GPU) Oct 20, 2020
12 DeeperGCN No 0.8580 ± 0.0017 0.9106 ± 0.0016 Guohao Li - DeepGCNs.org Paper, Code 2,374,568 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2020
13 DeepGCN No 0.8496 ± 0.0028 0.8971 ± 0.0011 Guohao Li - DeepGCNs.org Paper, Code 2,374,456 NVIDIA Tesla V100 (32GB GPU) Jun 20, 2020
14 MWE-DGCN No 0.8436 ± 0.0065 0.8973 ± 0.0057 Zhengdao Chen Paper, Code 538,544 NVIDIA Tesla V100 (16GB GPU) Jul 20, 2020
15 GEN + FLAG + node2vec No 0.8251 ± 0.0043 0.8656 ± 0.0037 HuiXuan Chi Paper, Code 487,436 Tesla V100 (32GB) Apr 15, 2021
16 GeniePath-BS No 0.7825 ± 0.0035 Please tell us Zhengwei WU (AGL Team) Paper, Code 316,754 Intel Xeon E5-2682 v4 (512GB CPU) Jun 10, 2020
17 GaAN No 0.7803 ± 0.0073 Please tell us Wenjin Wang (PGL Team) Paper, Code Please tell us Please tell us May 26, 2020
18 GraphSAGE No 0.7768 ± 0.0020 0.8334 ± 0.0013 Matthias Fey – OGB team Paper, Code 193,136 GeForce RTX 2080 (11GB GPU) May 1, 2020
19 GCN No 0.7251 ± 0.0035 0.7921 ± 0.0018 Matthias Fey – OGB team Paper, Code 96,880 GeForce RTX 2080 (11GB GPU) Jul 17, 2020
20 MLP No 0.7204 ± 0.0048 0.7706 ± 0.0014 Matthias Fey – OGB team Paper, Code 96,880 GeForce RTX 2080 (11GB GPU) May 1, 2020
21 Node2vec No 0.6881 ± 0.0065 0.7007 ± 0.0053 Matthias Fey – OGB team Paper, Code 17,094,000 GeForce RTX 2080 (11GB GPU) May 1, 2020


Leaderboard for ogbn-arxiv

The classification accuracy on the test and validation sets. The higher, the better.

Package: >=1.1.1

Rank Method Ext. data Test Accuracy Validation Accuracy Contact References #Params Hardware Date
1 GIANT-XRT+AGDN+BoT+self-KD Yes 0.7637 ± 0.0011 0.7719 ± 0.0008 Chuxiong Sun Paper, Code 1,309,760 Tesla V100 (16GB GPU) Sep 2, 2022
2 GIANT-XRT+DRGAT+KD Yes 0.7633 ± 0.0008 0.7725 ± 0.0006 anonymous_zhang(anonymous) Paper, Code 2,685,527 Tesla P100-PCIE-16GB Jan 14, 2022
3 GIANT-XRT+AGDN+BoT Yes 0.7618 ± 0.0016 0.7724 ± 0.0006 Chuxiong Sun Paper, Code 1,309,760 Tesla V100 (16GB GPU) Sep 2, 2022
4 GIANT-XRT+RevGAT+KD (use raw text) Yes 0.7615 ± 0.0010 0.7716 ± 0.0009 Eli Chien (UIUC) Paper, Code 1,304,912 Tesla T4 (16GB GPU) Nov 8, 2021
5 GIANT-XRT+DRGAT No 0.7611 ± 0.0009 0.7716 ± 0.0008 anonymous_zhang(anonymous) Paper, Code 2,685,527 Tesla P100-PCIE-16GB Jan 17, 2022
6 GIANT-XRT+RevGAT (use raw text) Yes 0.7590 ± 0.0019 0.7701 ± 0.0009 Eli Chien (UIUC) Paper, Code 1,304,912 Tesla T4 (16GB GPU) Nov 8, 2021
7 GIANT-XRT+GraphSAGE (use raw text) Yes 0.7435 ± 0.0014 0.7595 ± 0.0011 Eli Chien (UIUC) Paper, Code 546,344 Tesla T4 (16GB GPU) Nov 8, 2021
8 AGDN+BoT+self-KD+C&S No 0.7431 ± 0.0014 0.7518 ± 0.0009 Chuxiong Sun Paper, Code 1,513,294 Tesla V100 (16GB GPU) Jul 22, 2021
9 AGDN+BoT+self-KD No 0.7428 ± 0.0017 0.7526 ± 0.0001 Chuxiong Sun Paper, Code 1,513,294 Tesla V100 (16GB GPU) Jul 22, 2021
10 RevGAT+N.Adj+LabelReuse+SelfKD No 0.7426 ± 0.0017 0.7497 ± 0.0008 Guohao Li - DeepGCNs.org Paper, Code 2,098,256 NVIDIA Tesla V100 (32GB GPU) Jun 21, 2021
11 GAT-node2vec + BoT + self-KD No 0.7420 ± 0.0004 0.7482 ± 0.0015 Huixuan Chi Paper, Code 1,700,432 Tesla V100 (32GB) Jun 28, 2021
12 DRGAT No 0.7416 ± 0.0007 0.7534 ± 0.0002 anonymous_zhang(anonymous) Paper, Code 2,685,527 Tesla P100-PCIE-16GB Aug 5, 2022
12 GAT+label reuse+self KD No 0.7416 ± 0.0008 0.7514 ± 0.0004 Shunli Ren(CMIC@SJTU) Paper, Code 1,441,580 GeForce RTX 1080Ti (11GB GPU) Dec 15, 2020
13 GIANT+XRT+GATv2 Yes 0.7415 ± 0.0005 0.7527 ± 0.0008 Leslie(JNU) Paper, Code 207,520 Tesla T4(16G) Jun 8, 2022
14 AGDN+BoT No 0.7410 ± 0.0015 0.7522 ± 0.0007 Chuxiong Sun Paper, Code 1,513,294 Tesla V100 (16GB GPU) Jul 22, 2021
15 GAT-node2vec + BoT No 0.7405 ± 0.0004 0.7482 ± 0.0015 Huixuan Chi Paper, Code 1,700,432 Tesla V100 (32GB) Jun 28, 2021
16 RevGAT+NormAdj+LabelReuse No 0.7402 ± 0.0018 0.7501 ± 0.0010 Guohao Li - DeepGCNs.org Paper, Code 2,098,256 NVIDIA Tesla V100 (32GB GPU) Jun 21, 2021
17 GAT+label+reuse+topo loss No 0.7399 ± 0.0012 0.7513 ± 0.0009 Mengyang Niu (DAMO DI) Paper, Code 1,441,580 Tesla V100 (16GB) Dec 10, 2020
18 AGDN (GAT-HA+3_heads+labels) No 0.7398 ± 0.0009 0.7519 ± 0.0009 Chuxiong Sun Paper, Code 1,508,555 Tesla V100 (32GB GPU) Jan 3, 2021
19 UniMP_v2 No 0.7397 ± 0.0015 0.7506 ± 0.0009 Weiyue Su (PGL Team) Paper, Code 687,377 Tesla V100 (32GB) Nov 24, 2020
20 GAT(norm.adj.)+label reuse+C&S No 0.7395 ± 0.0012 0.7519 ± 0.0008 Yangkun Wang (DGL Team) Paper, Code 1,441,580 p3.8xlarge (15GB GPU) Nov 24, 2020
21 GAT+norm. adj.+label reuse No 0.7391 ± 0.0012 0.7516 ± 0.0008 Yangkun Wang (DGL Team) Paper, Code 1,441,580 p3.8xlarge (15GB GPU) Nov 11, 2020
22 GAT + C&S No 0.7386 ± 0.0014 0.7484 ± 0.0007 Horace He (Cornell) Paper, Code 1,567,000 GeForce RTX 2080 (11GB GPU) Oct 27, 2020
23 UniMP_large No 0.7379 ± 0.0014 0.7475 ± 0.0008 Yunsheng Shi (PGL team) Paper, Code 1,162,515 Tesla V100 (32GB) Sep 25, 2020
24 AGDN (GAT-HA+3_heads) No 0.7375 ± 0.0021 0.7483 ± 0.0009 Chuxiong Sun Paper, Code 1,447,115 Tesla V100 (32GB GPU) Jan 3, 2021
25 GAT+FLAG No 0.7371 ± 0.0013 0.7496 ± 0.0010 Kezhi Kong Paper, Code 1,628,440 GeForce RTX 2080 Ti (11GB GPU) Oct 20, 2020
25 LEGNN + AS-Train No 0.7371 ± 0.0011 0.7494 ± 0.0008 Le Yu (Beihang University) Paper, Code 5,374,120 NVIDIA Tesla T4 (15 GB) May 31, 2022
26 GAT+norm. adj.+labels No 0.7366 ± 0.0011 0.7508 ± 0.0009 Yangkun Wang (DGL Team) Paper, Code 1,441,580 p3.8xlarge (15GB GPU) Oct 29, 2020
27 GAT+norm.adj.+labels No 0.7365 ± 0.0011 0.7504 ± 0.0006 Yangkun Wang (DGL Team) Paper, Code 1,628,440 p3.8xlarge (15GB GPU) Sep 17, 2020
28 E2EG (use raw text) Yes 0.7362 ± 0.0014 0.7487 ± 0.0011 Tu Anh Dinh Paper, Code 83,724,841 GeForce GTX 1080 Ti (11GB GPU) Aug 11, 2022
29 LEGNN No 0.7337 ± 0.0007 0.7480 ± 0.0009 Le Yu (Beihang University) Paper, Code 5,374,120 NVIDIA Tesla T4 (15 GB) May 31, 2022
30 GCN_res + C&S_v2 No 0.7313 ± 0.0017 0.7445 ± 0.0011 HuiXuan Chi Paper, Code 155,824 Tesla V100 (32GB) Mar 26, 2021
31 MLP + C&S No 0.7312 ± 0.0012 0.7391 ± 0.0015 Horace He (Cornell) Paper, Code 175,656 GeForce RTX 2080 (11GB GPU) Oct 27, 2020
32 UniMP No 0.7311 ± 0.0020 0.7450 ± 0.0005 Yunsheng Shi (PGL team) Paper, Code 473,489 Tesla V100 (32GB) Sep 8, 2020
33 GCN+linear+labels No 0.7306 ± 0.0024 0.7442 ± 0.0012 Yangkun Wang (DGL Team) Paper, Code 238,632 g4dn.12xlarge, T4 (15GB GPU) Sep 5, 2020
33 GIANT-XRT+MLP (use raw text) Yes 0.7306 ± 0.0011 0.7432 ± 0.0009 Eli Chien (UIUC) Paper, Code 273,960 Tesla T4 (16GB GPU) Nov 8, 2021
34 GCN_res + C&S No 0.7297 ± 0.0022 0.7423 ± 0.0014 HuiXuan Chi Paper, Code 155,824 Tesla T4(16GB) Mar 24, 2021
34 GTAN No 0.7297 ± 0.0017 0.7384 ± 0.0007 Chaofan Wang Paper, Code 39,208 RTX 3060 (12GB GPU) May 18, 2022
35 GCN+residual+6 layers No 0.7286 ± 0.0016 0.7382 ± 0.0007 Horace He (Cornell) Paper, Code 122,542 GeForce RTX 2080 (11GB GPU) Oct 6, 2020
36 GCN+residual+node2vec No 0.7278 ± 0.0013 0.7414 ± 0.0008 Horace He (Cornell) Paper, Code 21,885,098 GeForce RTX 2080 (11GB GPU) Oct 3, 2020
37 GCN_res + 8 layers + FLAG No 0.7276 ± 0.0024 0.7389 ± 0.0012 Huixuan Chi Paper, Code 155,824 Tesla T4(16GB) Feb 23, 2021
38 GCNII No 0.7274 ± 0.0016 Please tell us Ming Chen Paper, Code 2,148,648 Quadro RTX 8000 (48GB GPU) Jul 7, 2020
39 GCN_res + 8 layers No 0.7262 ± 0.0037 0.7369 ± 0.0021 Huixuan Chi Paper, Code 155,824 Tesla T4(16GB) Feb 20, 2021
40 GTCN No 0.7225 ± 0.0017 0.7320 ± 0.0005 Chaofan Wang Paper, Code 109,096 RTX 3060 (12GB GPU) May 18, 2022
41 Linear + C&S No 0.7222 ± 0.0002 0.7368 ± 0.0004 Horace He Paper, Code 15,400 GeForce RTX 2080 (11GB GPU) Oct 27, 2020
42 EGC-S (100k) No 0.7219 ± 0.0016 0.7338 ± 0.0022 Shyam Tailor Paper, Code 100,648 GTX1080Ti/RTX2080Ti Apr 6, 2021
42 GraphSAGE+FLAG No 0.7219 ± 0.0021 0.7349 ± 0.0009 Kezhi Kong Paper, Code 218,664 GeForce RTX 2080 Ti (11GB GPU) Oct 20, 2020
42 JKNet (GCN-based) No 0.7219 ± 0.0021 0.7335 ± 0.0007 Weiran Huang Paper, Code 89,000 Tesla T4 Aug 26, 2020
43 DeeperGCN+FLAG No 0.7214 ± 0.0019 0.7311 ± 0.0009 Kezhi Kong Paper, Code 491,176 NVIDIA Tesla V100 (32GB GPU) Oct 20, 2020
44 DAGNN No 0.7209 ± 0.0025 0.7290 ± 0.0011 Meng Liu - DIVE@TAMU Paper, Code 43,857 GeForce RTX 2080 Ti (11GB GPU) Aug 19, 2020
45 GCN+FLAG No 0.7204 ± 0.0020 0.7330 ± 0.0010 Kezhi Kong Paper, Code 142,888 GeForce RTX 2080 Ti (11GB GPU) Oct 20, 2020
46 GaAN No 0.7197 ± 0.0024 Please tell us Hui Zhong (PGL Team) Paper, Code 1,471,506 NVIDIA Tesla V100 (16GB GPU) Jun 16, 2020
47 EGC-M (100k) No 0.7196 ± 0.0023 0.7334 ± 0.0013 Shyam Tailor Paper, Code 99,464 GTX1080Ti/RTX2080Ti Apr 6, 2021
48 SIGN No 0.7195 ± 0.0011 0.7323 ± 0.0006 Lingfan Yu (DGL Team) Paper, Code 3,566,128 Tesla T4 (15GB) Nov 5, 2020
49 DeeperGCN No 0.7192 ± 0.0016 0.7262 ± 0.0014 Guohao Li - DeepGCNs.org Paper, Code 491,176 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2020
50 PCAPass + XGBoost No 0.7187 ± 0.0003 0.7325 ± 0.0005 Krzysztof Sadowski (Intel) Paper, Code 0 Intel Xeon 8375C (CPU 128GB) Feb 2, 2022
51 GCN No 0.7174 ± 0.0029 0.7300 ± 0.0017 Matthias Fey – OGB team Paper, Code 110,120 GeForce RTX 2080 (11GB GPU) May 1, 2020
52 GraphSAGE No 0.7149 ± 0.0027 0.7277 ± 0.0016 Matthias Fey – OGB team Paper, Code 218,664 GeForce RTX 2080 (11GB GPU) May 1, 2020
53 Plain Linear + C&S No 0.7126 ± 0.0001 0.7300 ± 0.0001 Horace He (Cornell) Paper, Code 5,160 GeForce RTX 2080 (11GB GPU) Oct 27, 2020
54 GraphZoom (Node2vec) No 0.7118 ± 0.0018 0.7220 ± 0.0007 Xiuyu Li - GraphZoom Paper, Code 8,963,624 GeForce GTX 1080 Ti (11GB GPU) Jul 2, 2020
55 Node2vec No 0.7007 ± 0.0013 0.7129 ± 0.0013 Matthias Fey – OGB team Paper, Code 21,818,792 GeForce RTX 2080 (11GB GPU) May 1, 2020
56 Label Propagation No 0.6832 ± 0.0000 0.7014 ± 0.0000 Horace He (Cornell) Paper, Code 0 GeForce RTX 2080 (11GB GPU) Oct 2, 2020
57 CoLinkDistMLP No 0.5638 ± 0.0016 0.5807 ± 0.0011 Yi Luo (UESTC) Paper, Code 120,912 Geforce GTX 1080 Ti (11GB GPU) Jun 17, 2021
58 MLP+FLAG No 0.5602 ± 0.0019 0.5817 ± 0.0011 Kezhi Kong Paper, Code 110,120 GeForce RTX 2080 Ti (11GB GPU) Oct 20, 2020
59 MLP No 0.5550 ± 0.0023 0.5765 ± 0.0012 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 and validation sets. The higher, the better.

Package: >=1.2.0

Rank Method Ext. data Test Accuracy Validation Accuracy Contact References #Params Hardware Date
1 GIANT-XRT+GAMLP+RLU (use raw text) Yes 0.6967 ± 0.0005 0.7305 ± 0.0004 Wei-Cheng Chang (Amazon) Paper, Code 21,551,631 Tesla V100 (32GB GPU) Nov 11, 2021
2 GAMLP+RLU+SCR No 0.6842 ± 0.0015 0.7188 ± 0.0007 Yufei He (CogDL Team) Paper, Code 67,560,875 GeForce RTX 3090 24GB (GPU) Jun 13, 2022
3 SAGN+SLE (4 stages) No 0.6830 ± 0.0008 0.7163 ± 0.0007 Chuxiong Sun (CTRI) Paper, Code 8,556,888 Tesla V100 (16GB GPU) Sep 21, 2021
4 GAMLP+RLU No 0.6825 ± 0.0011 0.7159 ± 0.0005 Wentao Zhang (PKU Tencent Joint Lab) Paper, Code 16,308,751 Tesla V100 (32GB) Aug 19, 2021
5 GAMLP+SCR-m No 0.6816 ± 0.0012 0.7186 ± 0.0008 Yufei He (CogDL Team) Paper, Code 67,560,875 GeForce RTX 3090 24GB (GPU) Jun 13, 2022
6 GAMLP+SCR No 0.6814 ± 0.0008 0.7190 ± 0.0007 Yufei He (CogDL Team) Paper, Code 67,560,875 GeForce RTX 3090 24GB (GPU) Jun 13, 2022
7 FSGNN No 0.6807 ± 0.0006 0.7175 ± 0.0007 Sunil Kumar Maurya (TokyoTech, AIST) Paper, Code 16,453,301 NVIDIA V100 (16GB) Sep 16, 2021
8 SAGN+SLE No 0.6800 ± 0.0015 0.7131 ± 0.0010 Chuxiong Sun Paper, Code 8,556,888 Tesla V100 (16GB GPU) Apr 19, 2021
9 GAMLP No 0.6771 ± 0.0020 0.7117 ± 0.0014 Wentao Zhang (PKU Tencent Joint Lab) Paper, Code 16,308,751 Tesla V100 (32GB) Aug 22, 2021
10 TransformerConv No 0.6736 ± 0.0010 0.7172 ± 0.0005 Xiaonan Song (NVIDIA SAE China team) Paper, Code 883,378 NVIDIA DGX-2 (16*32GB GPUs) Mar 4, 2021
11 GraphSAGE_res_incep No 0.6706 ± 0.0017 0.7032 ± 0.0011 Mengyang Niu (DAMO DI) Paper, Code 5,755,172 Tesla V100 (16GB) Feb 28, 2021
12 SAGN No 0.6675 ± 0.0084 0.7034 ± 0.0099 Chuxiong Sun Paper, Code 6,098,092 Tesla V100 (16GB GPU) Apr 19, 2021
13 SIGN-XL No 0.6606 ± 0.0019 0.6984 ± 0.0006 Fabrizio Frasca Paper, Code 7,180,460 NVIDIA K80 GPU (12GB GPU) Nov 4, 2020
14 PCAPass + LightGBM No 0.6591 ± 0.0003 0.6982 ± 0.0002 Krzysztof Sadowski (Intel) Paper, Code 0 Intel Xeon 6330 (CPU 1TB) Feb 9, 2022
15 SIGN No 0.6568 ± 0.0006 0.6932 ± 0.0006 Emanuele Rossi Paper, Code 1,008,812 NVIDIA K80 GPU (12GB GPU) Nov 4, 2020
16 SGC No 0.6329 ± 0.0019 0.6648 ± 0.0020 Weihua Hu – OGB team Paper, Code 144,044 Xeon E7-8890x (1.5TB CPU) Jun 10, 2020
17 Node2vec No 0.5560 ± 0.0023 0.5807 ± 0.0028 Weihua Hu – OGB team Paper, Code 14,215,818,412 Xeon E7-8890x (1.5TB CPU) Jun 26, 2020
18 MLP No 0.4724 ± 0.0031 0.4960 ± 0.0029 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 and validation sets. The higher, the better.

Package: >=1.2.1

Rank Method Ext. data Test Accuracy Validation Accuracy Contact References #Params Hardware Date
1 SeHGNN (ComplEx embs) No 0.5719 ± 0.0012 0.5917 ± 0.0009 Xiaocheng Yang (ICT-GIMLab) Paper, Code 8,371,231 NVIDIA Tesla T4 (15 GB) Jul 7, 2022
2 SeHGNN No 0.5671 ± 0.0014 0.5870 ± 0.0008 Xiaocheng Yang (ICT-GIMLab) Paper, Code 8,371,231 NVIDIA Tesla T4 (15 GB) Jul 7, 2022
3 NARS-GAMLP+RLU+SCR No 0.5631 ± 0.0021 0.5734 ± 0.0035 Yufei He (CogDL Team) Paper, Code 6,734,882 GeForce RTX 3090 24GB (GPU) Jun 13, 2022
4 NARS-GAMLP+RLU No 0.5590 ± 0.0027 0.5702 ± 0.0041 Wentao Zhang (PKU Tencent Joint Lab) Paper, Code 6,734,882 Tesla V100 (32GB) Aug 19, 2021
5 NARS-GAMLP+SCR-m No 0.5451 ± 0.0019 0.5590 ± 0.0028 Yufei He (CogDL Team) Paper, Code 6,734,882 GeForce RTX 3090 24GB (GPU) Jun 13, 2022
6 NARS_SAGN+SLE No 0.5440 ± 0.0015 0.5591 ± 0.0017 Chuxiong Sun Paper, Code 3,846,330 Tesla V100 (16GB GPU) Jun 29, 2021
7 NARS-GAMLP+SCR No 0.5432 ± 0.0018 0.5654 ± 0.0021 Yufei He (CogDL Team) Paper, Code 6,734,882 GeForce RTX 3090 24GB (GPU) Jun 13, 2022
8 NARS-GAMLP No 0.5396 ± 0.0018 0.5548 ± 0.0008 Wentao Zhang (PKU Tencent Joint Lab) Paper, Code 6,734,882 Tesla V100 (32GB) Aug 22, 2021
9 LEGNN + AS-Train No 0.5378 ± 0.0016 0.5528 ± 0.0013 Le Yu (Beihang University) Paper, Code 5,147,997 NVIDIA Tesla T4 (15 GB) May 31, 2022
10 LEGNN No 0.5276 ± 0.0014 0.5443 ± 0.0009 Le Yu (Beihang University) Paper, Code 5,147,997 NVIDIA Tesla T4 (15 GB) May 31, 2022
11 NARS No 0.5240 ± 0.0016 0.5372 ± 0.0009 Lingfan Yu Paper, Code 4,130,149 Tesla T4 (15GB) Feb 18, 2021
12 R-HGNN No 0.5204 ± 0.0026 0.5361 ± 0.0022 Le Yu Paper, Code 5,638,053 NVIDIA Tesla T4 (15 GB) May 24, 2021
13 R-GSN + metapath2vec No 0.5109 ± 0.0038 0.5295 ± 0.0042 Huixuan Chi Paper, Code 309,777,252 Tesla V100 (32GB) Jun 30, 2021
14 HGConv No 0.5045 ± 0.0017 0.5300 ± 0.0018 Le Yu Paper, Code 2,850,405 NVIDIA TITAN Xp (12GB) Feb 14, 2021
15 R-GSN No 0.5032 ± 0.0037 0.5182 ± 0.0041 Xinliang Wu Paper, Code 154,373,028 GeForce GTX 1080Ti Jan 29, 2021
16 HGT (TransE embs) No 0.4982 ± 0.0013 0.5124 ± 0.0046 Lingfan Yu Paper, Code 26,877,657 Tesla T4 (15GB) Feb 17, 2021
17 GraphSAINT + metapath2vec No 0.4966 ± 0.0022 0.5066 ± 0.0017 HuiXuan Chi Paper, Code 309,764,724 Tesla V100 (32GB) Apr 9, 2021
18 HGT (LADIES Sample) No 0.4927 ± 0.0061 0.4989 ± 0.0047 Ziniu Hu Paper, Code 21,173,389 Tesla K80 (12GB GPU) Jan 26, 2021
19 GraphSAINT (R-GCN aggr) No 0.4751 ± 0.0022 0.4837 ± 0.0026 Matthias Fey – OGB team Paper, Code 154,366,772 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
20 R-GCN+FLAG No 0.4737 ± 0.0048 0.4835 ± 0.0036 Kezhi Kong Paper, Code 154,366,772 GeForce RTX 2080 Ti (11GB GPU) Oct 21, 2020
21 NeighborSampling (R-GCN aggr) No 0.4678 ± 0.0067 0.4761 ± 0.0068 Matthias Fey – OGB team Paper, Code 154,366,772 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
22 SIGN No 0.4046 ± 0.0012 0.4068 ± 0.0010 Lingfan Yu (DGL Team) Paper, Code 3,724,645 Tesla T4 (15GB GPU) Nov 5, 2020
23 Full-batch R-GCN No 0.3977 ± 0.0046 0.4084 ± 0.0041 Matthias Fey – OGB team Paper, Code 154,366,772 Quadro RTX 8000 (48GB GPU) Jun 26, 2020
24 ClusterGCN (R-GCN aggr) No 0.3732 ± 0.0037 0.3840 ± 0.0031 Matthias Fey – OGB team Paper, Code 154,366,772 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
25 MetaPath2vec No 0.3544 ± 0.0036 0.3506 ± 0.0017 Matthias Fey – OGB team Paper, Code 94,479,069 GeForce RTX 2080 (11GB GPU) Jun 26, 2020
26 CoLinkDistMLP No 0.2761 ± 0.0018 0.2646 ± 0.0013 Yi Luo (UESTC) Paper, Code 278,202 Geforce GTX 1080 Ti (11GB GPU) Jun 17, 2021
27 MLP No 0.2692 ± 0.0026 0.2626 ± 0.0016 Matthias Fey – OGB team Paper, Code 188,509 GeForce RTX 2080 (11GB GPU) Jun 26, 2020