| node-classification-on-cora-48-32-20-fixed-splits | GloGNN++ | #3 | 1:1 Accuracy: 88.33 ± 1.09 |
| node-classification-on-cora-48-32-20-fixed-splits | GloGNN | #4 | 1:1 Accuracy: 88.31 ± 1.13 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-penn94 | GloGNN++ | #3 | 1:1 Accuracy: 85.74 ± 0.42 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-penn94 | GloGNN | #4 | 1:1 Accuracy: 85.57 ± 0.35 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-twitch-gamers | GloGNN++ | #3 | 1:1 Accuracy: 66.34 ± 0.29 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-twitch-gamers | GloGNN | #5 | 1:1 Accuracy: 66.19 ± 0.29 |
| node-classification-on-citeseer-48-32-20-fixed-splits | GloGNN | #4 | 1:1 Accuracy: 77.41 ± 1.65 |
| node-classification-on-citeseer-48-32-20-fixed-splits | GloGNN++ | #6 | 1:1 Accuracy: 77.22 ± 1.78 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-cornell-48-32-20-fixed-splits | GloGNN++ | #4 | 1:1 Accuracy: 85.95 ± 5.10 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-cornell-48-32-20-fixed-splits | GloGNN | #14 | 1:1 Accuracy: 83.51 ± 4.26 |
| node-classification-on-penn94 | GloGNN++ | #4 | Accuracy: 85.74±0.42 |
| node-classification-on-penn94 | GloGNN | #5 | Accuracy: 85.57 ± 0.35 |
| node-classification-on-pokec | GloGNN++ | #4 | Accuracy: 83.05±0.07 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-film-48-32-20-fixed-splits | GloGNN++ | #5 | 1:1 Accuracy: 37.70 ± 1.40 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-film-48-32-20-fixed-splits | GloGNN | #8 | 1:1 Accuracy: 37.35 ± 1.30 |
| node-classification-on-arxiv-year | GloGNN++ | #8 | Accuracy: 54.79±0.25 |
| node-classification-on-genius | GloGNN++ | #8 | Accuracy: 90.91 ± 0.13 |
| node-classification-on-genius | GloGNN | #11 | Accuracy: 90.66 ± 0.11 |
| node-classification-on-genius | GCNJK | #16 | Accuracy: 89.30 ± 0.19 |
| node-classification-on-genius | MLP | #20 | Accuracy: 86.68 ± 0.09 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-chameleon-48-32-20-fixed-splits | GloGNN++ | #8 | 1:1 Accuracy: 71.21 ± 1.84 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-chameleon-48-32-20-fixed-splits | GloGNN | #12 | 1:1 Accuracy: 69.78 ± 2.42 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-genius | GloGNN++ | #8 | 1:1 Accuracy: 90.91 ± 0.13 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-genius | GloGNN | #11 | 1:1 Accuracy: 90.66 ± 0.11 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-wisconsin-48-32-20-fixed-splits | GloGNN++ | #8 | 1:1 Accuracy: 88.04 ± 3.22 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-wisconsin-48-32-20-fixed-splits | GloGNN | #13 | 1:1 Accuracy: 87.06 ± 3.53 |
| node-classification-on-pubmed-48-32-20-fixed-splits | GloGNN | #8 | 1:1 Accuracy: 89.62 ± 0.35 |
| node-classification-on-pubmed-48-32-20-fixed-splits | GloGNN++ | #13 | 1:1 Accuracy: 89.24 ± 0.39 |
| node-classification-on-cornell | GloGNN++ | #10 | Accuracy: 85.95±5.10 |
| node-classification-on-cornell | GloGNN | #23 | Accuracy: 83.51±4.26 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-squirrel-48-32-20-fixed-splits | GloGNN++ | #11 | 1:1 Accuracy: 57.88 ± 1.76 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-squirrel-48-32-20-fixed-splits | GloGNN | #12 | 1:1 Accuracy: 57.54 ± 1.39 |
| node-classification-on-actor | GloGNN++ | #12 | Accuracy: 37.7 ± 1.40 |
| node-classification-on-actor | GloGNN | #18 | Accuracy: 37.35 ± 1.30 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-texas-48-32-20-fixed-splits | GloGNN | #12 | 1:1 Accuracy: 84.32 ± 4.15 |
| node-classification-on-non-homophilic-heterophilic-graphs-on-texas-48-32-20-fixed-splits | GloGNN++ | #14 | 1:1 Accuracy: 84.05 ± 4.90 |
| node-classification-on-wisconsin | GloGNN++ | #14 | Accuracy: 88.04±3.22 |
| node-classification-on-wisconsin | GloGNN | #24 | Accuracy: 87.06±3.53 |
| node-classification-on-chameleon | GloGNN++ | #15 | Accuracy: 71.21±1.84 |
| node-classification-on-chameleon | GloGNN | #21 | Accuracy: 69.78±2.42 |
| node-classification-on-squirrel | GloGNN++ | #18 | Accuracy: 57.88±1.76– |
| node-classification-on-squirrel | GloGNN | #20 | Accuracy: 57.54±1.39 |
| node-classification-on-texas | GloGNN | #25 | Accuracy: 84.32±4.15 |
| node-classification-on-texas | GloGNN++ | #26 | Accuracy: 84.05±4.90 |