| node-classification-on-cora-48-32-20-fixed-splits | NLGAT | #1 | 1:1 Accuracy: 88.5 ± 1.8 |
| node-classification-on-cora-48-32-20-fixed-splits | NLGCN | #9 | 1:1 Accuracy: 88.1 ± 1.0 |
| node-classification-on-cora-48-32-20-fixed-splits | NLMLP | #26 | 1:1 Accuracy: 76.9 ± 1.8 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-film-48-32-20-fixed-splits | NLMLP | #1 | 1:1 Accuracy: 37.9 ± 1.3 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-film-48-32-20-fixed-splits | NLGCN | #25 | 1:1 Accuracy: 31.6 ± 1.0 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-film-48-32-20-fixed-splits | NLGAT | #27 | 1:1 Accuracy: 29.5 ± 1.3 |
| node-classification-on-actor | NLMLP | #7 | Accuracy: 37.9 ± 1.3 |
| node-classification-on-actor | NLGCN | #44 | Accuracy: 31.6 ± 1.0 |
| node-classification-on-actor | NLGAT | #46 | Accuracy: 29.5 ± 1.3 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-texas-48-32-20-fixed-splits | NLMLP | #9 | 1:1 Accuracy: 85.4 ± 3.8 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-texas-48-32-20-fixed-splits | NLGCN | #26 | 1:1 Accuracy: 65.5 ± 6.6 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-texas-48-32-20-fixed-splits | NLGAT | #27 | 1:1 Accuracy: 62.6 ± 7.1 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-squirrel-48-32-20-fixed-splits | NLGCN | #10 | 1:1 Accuracy: 59.0 ± 1.2 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-squirrel-48-32-20-fixed-splits | NLGAT | #13 | 1:1 Accuracy: 56.8 ± 2.5 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-squirrel-48-32-20-fixed-splits | NLMLP | #28 | 1:1 Accuracy: 33.7 ± 1.5 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-chameleon-48-32-20-fixed-splits | NLGCN | #11 | 1:1 Accuracy: 70.1 ± 2.9 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-chameleon-48-32-20-fixed-splits | NLGAT | #19 | 1:1 Accuracy: 65.7 ± 1.4 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-chameleon-48-32-20-fixed-splits | NLMLP | #29 | 1:1 Accuracy: 50.7 ± 2.2 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-cornell-48-32-20-fixed-splits | NLMLP | #12 | 1:1 Accuracy: 84.9 ± 5.7 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-cornell-48-32-20-fixed-splits | NLGCN | #27 | 1:1 Accuracy: 57.6 ± 5.5 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-cornell-48-32-20-fixed-splits | NLGAT | #28 | 1:1 Accuracy: 54.7 ± 7.6 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-wisconsin-48-32-20-fixed-splits | NLMLP | #12 | 1:1 Accuracy: 87.3 ± 4.3 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-wisconsin-48-32-20-fixed-splits | NLGCN | #26 | 1:1 Accuracy: 60.2 ± 5.3 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-wisconsin-48-32-20-fixed-splits | NLGAT | #27 | 1:1 Accuracy: 56.9 ± 7.3 |
| node-classification-on-squirrel | NLGCN | #17 | Accuracy: 59.0 ± 1.2 |
| node-classification-on-squirrel | NLGAT | #21 | Accuracy: 56.8 ± 2.5 |
| node-classification-on-squirrel | NLMLP | #40 | Accuracy: 33.7 ± 1.5 |
| node-classification-on-pubmed-48-32-20-fixed-splits | NLGCN | #18 | 1:1 Accuracy: 89.0 ± 0.5 |
| node-classification-on-pubmed-48-32-20-fixed-splits | NLMLP | #21 | 1:1 Accuracy: 88.2 ± 0.5 |
| node-classification-on-pubmed-48-32-20-fixed-splits | NLGAT | #22 | 1:1 Accuracy: 88.2 ± 0.3 |
| node-classification-on-chameleon | NLGCN | #19 | Accuracy: 70.1 ± 2.9 |
| node-classification-on-chameleon | NLGAT | #31 | Accuracy: 65.7 ± 1.4 |
| node-classification-on-chameleon | NLMLP | #45 | Accuracy: 50.7 ± 2.2 |
| node-classification-on-texas | NLMLP | #20 | Accuracy: 85.4 ± 3.8 |
| node-classification-on-texas | NLGCN | #44 | Accuracy: 65.5 ± 6.6 |
| node-classification-on-texas | NLGAT | #46 | Accuracy: 62.6 ± 7.1 |
| node-classification-on-cornell | NLMLP | #21 | Accuracy: 84.9 ± 5.7 |
| node-classification-on-cornell | NLGCN | #43 | Accuracy: 57.6 ± 5.5 |
| node-classification-on-cornell | NLGAT | #46 | Accuracy: 54.7 ± 7.6 |
| node-classification-on-citeseer-48-32-20-fixed-splits | NLGAT | #22 | 1:1 Accuracy: 76.2 ± 1.6 |
| node-classification-on-citeseer-48-32-20-fixed-splits | NLGCN | #23 | 1:1 Accuracy: 75.2 ± 1.4 |
| node-classification-on-citeseer-48-32-20-fixed-splits | NLMLP | #25 | 1:1 Accuracy: 73.4 ± 1.9 |
| node-classification-on-wisconsin | NLMLP | #23 | Accuracy: 87.3 ± 4.3 |
| node-classification-on-wisconsin | NLGCN | #46 | Accuracy: 60.2 ± 5.3 |
| node-classification-on-wisconsin | NLGAT | #48 | Accuracy: 56.9 ± 7.3 |