| node-classification-on-non-homophilic-heterophilic-graphs-on-twitch-gamers | C&S 2-hop | #11 | 1:1 Accuracy: 65.02 ± 0.16 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-twitch-gamers | C&S 1-hop | #12 | 1:1 Accuracy: 64.86 ± 0.27 |
| node-property-prediction-on-ogbn-products | Spec-MLP-Wide + C&S | #18 | Test Accuracy: 0.8451 ± 0.0006Ext. data: No… |
| node-property-prediction-on-ogbn-products | MLP + C&S | #21 | Test Accuracy: 0.8418 ± 0.0007Ext. data: No… |
| node-property-prediction-on-ogbn-products | Linear + C&S | #27 | Test Accuracy: 0.8301 ± 0.0001Ext. data: No… |
| node-property-prediction-on-ogbn-products | Plain Linear + C&S | #29 | Test Accuracy: 0.8254 ± 0.0003Ext. data: No… |
| node-property-prediction-on-ogbn-products | GAT w/NS + C&S | #38 | Test Accuracy: 0.8092 ± 0.0037Ext. data: No… |
| node-property-prediction-on-ogbn-products | GraphSAGE w/NS + C&S | #42 | Test Accuracy: 0.8041 ± 0.0022Ext. data: No… |
| node-classification-on-non-homophilic-heterophilic-graphs-on-deezer-europe | C&S(1hop) | #19 | 1:1 Accuracy: 64.60±0.57 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-deezer-europe | C&S(2hop) | #20 | 1:1 Accuracy: 64.52±0.62 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-genius | C&S 2-hop | #19 | 1:1 Accuracy: 84.94 ± 0.49 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-genius | C&S 1-hop | #20 | 1:1 Accuracy: 82.93 ± 0.15 |
| node-classification-on-genius | C&S 2-hop | #22 | Accuracy: 84.94 ± 0.49 |
| node-classification-on-genius | C&S 1-hop | #23 | Accuracy: 82.93 ± 0.15 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-penn94 | C&S 2-hop | #23 | 1:1 Accuracy: 78.40 ± 3.12 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-penn94 | C&S 1-hop | #29 | 1:1 Accuracy: 74.28 ± 1.19 |
| node-property-prediction-on-ogbn-arxiv | GAT(norm.adj.)+label reuse+C&S | #24 | Test Accuracy: 0.7395 ± 0.0012Ext. data: No… |
| node-property-prediction-on-ogbn-arxiv | GAT + C&S | #26 | Test Accuracy: 0.7386 ± 0.0014Ext. data: No… |
| node-property-prediction-on-ogbn-arxiv | GCN_res + C&S_v2 | #37 | Test Accuracy: 0.7313 ± 0.0017Ext. data: No… |
| node-property-prediction-on-ogbn-arxiv | MLP + C&S | #38 | Test Accuracy: 0.7312 ± 0.0012Ext. data: No… |
| node-property-prediction-on-ogbn-arxiv | GCN_res + C&S | #42 | Test Accuracy: 0.7297 ± 0.0022Ext. data: No… |
| node-property-prediction-on-ogbn-arxiv | Linear + C&S | #54 | Test Accuracy: 0.7222 ± 0.0002Ext. data: No… |
| node-property-prediction-on-ogbn-arxiv | Plain Linear + C&S | #69 | Test Accuracy: 0.7126 ± 0.0001Ext. data: No… |
| node-classification-on-penn94 | C&S 2-hop | #27 | Accuracy: 78.40 ± 3.12 |
| node-classification-on-penn94 | C&S 1-hop | #33 | Accuracy: 74.28 ± 1.19 |