| graph-classification-on-cifar10-100k | GraphSage | #16 | Accuracy (%): 66.08 |
| graph-regression-on-zinc-500k | GraphSage | #33 | MAE: 0.398 |
| graph-regression-on-zinc-full | GraphSAGE | #18 | Test MAE: 0.126±0.003 |
| link-property-prediction-on-ogbl-citation2 | Full-batch GraphSAGE | #12 | Ext. data: NoTest MRR: 0.8260 ± 0.0036Validation MRR: 0.8263 ± 0.0033… |
| link-property-prediction-on-ogbl-citation2 | NeighborSampling (SAGE aggr) | #13 | Ext. data: NoTest MRR: 0.8044 ± 0.0010Validation MRR: 0.8054 ± 0.0009… |
| link-property-prediction-on-ogbl-collab | GraphSAGE (val as input) | #9 | Test Hits@50: 0.5463 ± 0.0112Ext. data: No… |
| link-property-prediction-on-ogbl-collab | GraphSAGE | #15 | Test Hits@50: 0.4810 ± 0.0081Ext. data: No… |
| link-property-prediction-on-ogbl-collab | GraphSAGE (val as input) | #22 | Number of params: 460289 |
| link-property-prediction-on-ogbl-ddi | GraphSAGE | #14 | Ext. data: NoTest Hits@20: 0.5390 ± 0.0474… |
| link-property-prediction-on-ogbl-ppa | GraphSAGE | #16 | Ext. data: NoTest Hits@100: 0.1655 ± 0.0240… |
| node-classification-on-brazil-air-traffic | GraphSAGE (Hamilton et al., [2017a]) | #6 | Accuracy: 0.404 |
| node-classification-on-chameleon-60-20-20 | GraphSAGE | #24 | 1:1 Accuracy: 62.15 ± 0.42 |
| node-classification-on-citeseer-05 | GraphSAGE | #14 | Accuracy: 33.8% |
| node-classification-on-citeseer-1 | GraphSAGE | #13 | Accuracy: 51.0% |
| node-classification-on-citeseer-60-20-20 | GraphSAGE | #24 | 1:1 Accuracy: 78.24 ± 0.30 |
| node-classification-on-citeseer-full | GraphSAGE | #6 | Accuracy: 71.40% |
| node-classification-on-citeseer-with-public | GraphSAGE | #35 | Accuracy: 67.2 |
| node-classification-on-cora-05 | GraphSAGE | #14 | Accuracy: 37.5% |
| node-classification-on-cora-1 | GraphSAGE | #13 | Accuracy: 49.0% |
| node-classification-on-cora-3 | GraphSAGE | #13 | Accuracy: 64.2% |
| node-classification-on-cora-60-20-20-random | GraphSAGE | #24 | 1:1 Accuracy: 86.58 ± 0.26 |
| node-classification-on-cora-full-supervised | GraphSAGE | #6 | Accuracy: 82.2% |
| node-classification-on-cora-with-public-split | GraphSAGE | #36 | Accuracy: 74.5% |
| node-classification-on-cornell-60-20-20 | GraphSAGE | #31 | 1:1 Accuracy: 71.41 ± 1.24 |
| node-classification-on-europe-air-traffic | GraphSAGE (Hamilton et al., [2017a]) | #7 | Accuracy: 27.2 |
| node-classification-on-facebook | GraphSAGE (Hamilton et al., [2017a]) | #8 | Accuracy: 38.9 |
| node-classification-on-film-60-20-20-random | GraphSAGE | #25 | 1:1 Accuracy: 36.37 ± 0.21 |
| node-classification-on-flickr | GraphSAGE (Hamilton et al., [2017a]) | #3 | Accuracy: 0.641 |
| node-classification-on-non-homophilic | GraphSAGE | #29 | 1:1 Accuracy: 71.41 ± 1.24 |
| node-classification-on-non-homophilic-1 | GraphSAGE | #30 | 1:1 Accuracy: 64.85 ± 5.14 |
| node-classification-on-non-homophilic-2 | GraphSAGE | #28 | 1:1 Accuracy: 79.03 ± 1.20 |
| node-classification-on-non-homophilic-4 | GraphSAGE | #22 | 1:1 Accuracy: 62.15 ± 0.42 |
| node-classification-on-pattern-100k | GraphSage | #9 | Accuracy (%): 50.516 |
| node-classification-on-ppi | GraphSAGE | #21 | F1: 61.2 |
| node-classification-on-pubmed-003 | GraphSAGE | #13 | Accuracy: 45.4% |
| node-classification-on-pubmed-005 | GraphSAGE | #12 | Accuracy: 53.0% |
| node-classification-on-pubmed-01 | GraphSAGE | #12 | Accuracy: 65.4% |
| node-classification-on-pubmed-60-20-20-random | GraphSAGE | #30 | 1:1 Accuracy: 86.85 ± 0.11 |
| node-classification-on-pubmed-full-supervised | GraphSAGE | #6 | Accuracy: 87.1% |
| node-classification-on-pubmed-with-public | GraphSAGE | #29 | Accuracy: 76.8% |
| node-classification-on-reddit | GraphSAGE | #12 | Accuracy: 94.32% |
| node-classification-on-squirrel-60-20-20 | GraphSAGE | #25 | 1:1 Accuracy: 41.26 ± 0.26 |
| node-classification-on-texas-60-20-20-random | GraphSAGE | #31 | 1:1 Accuracy: 79.03 ± 1.20 |
| node-classification-on-usa-air-traffic | GraphSAGE (Hamilton et al., [2017a]) | #7 | Accuracy: 31.6 |
| node-classification-on-wisconsin-60-20-20 | GraphSAGE | #33 | 1:1 Accuracy: 64.85 ± 5.14 |
| node-property-prediction-on-ogbn-arxiv | GraphSAGE | #68 | Test Accuracy: 0.7149 ± 0.0027Ext. data: No… |
| node-property-prediction-on-ogbn-mag | NeighborSampling (R-GCN aggr) | #28 | Test Accuracy: 0.4678 ± 0.0067Ext. data: No… |
| node-property-prediction-on-ogbn-papers100m | GraphSAGE_res_incep | #11 | Test Accuracy: 0.6706 ± 0.0017Ext. data: No… |
| node-property-prediction-on-ogbn-products | GraphSAGE + C&S + node2vec | #33 | Test Accuracy: 0.8154 ± 0.0050Ext. data: No… |
| node-property-prediction-on-ogbn-products | NeighborSampling (SAGE aggr) | #49 | Test Accuracy: 0.7870 ± 0.0036Ext. data: No… |
| node-property-prediction-on-ogbn-products | Full-batch GraphSAGE | #50 | Test Accuracy: 0.7850 ± 0.0014Ext. data: No… |
| node-property-prediction-on-ogbn-products | GraphSAGE | #51 | Test Accuracy: 0.7829 ± 0.0016Ext. data: No… |
| node-property-prediction-on-ogbn-proteins | GraphSAGE | #19 | Ext. data: NoTest ROC-AUC: 0.7768 ± 0.0020… |