Table 3:
Results on the test data sets: Mean accuracy (%) ± standard deviation. Bold values indicate the best result. Underlined values indicate the second best. 10% of all vertices are used for training.
| Cora | Citeseer | Pubmed | Cora-CA | DBLP-CA | Zoo | 20Newsgroups | Mushroom | |
|---|---|---|---|---|---|---|---|---|
| SetGNN | 67.93 ± 1.27 | 63.53 ± 1.32 | 84.33 ± 0.36 | 72.21 ± 1.51 | 89.51 ± 0.18 | 65.06 ± 12.82 | 79.37 ± 0.35 | 99.75 ± 0.11 |
| Self | 68.24 ± 1.12 | 62.49 ± 1.48 | 84.38 ± 0.38 | 72.74 ± 1.53 | 89.51 ± 0.23 | 57.35 ± 18.32 | 79.45 ± 0.32 | 95.83 ± 0.23 |
| Con | 68.89 ± 1.80 | 62.82 ± 1.21 | 84.56 ± 0.34 | 73.22 ± 1.65 | 89.59 ± 0.13 | 61.05 ± 14.54 | 79.49 ± 0.45 | 95.85 ± 0.31 |
| A0 | 68.59 ± 1.33 | 62.25 ± 2.15 | 84.54 ± 0.42 | 71.85 ± 1.62 | 89.62 ± 0.24 | 62.57 ± 13.84 | 79.07 ± 0.46 | 99.77 ± 0.17 |
| A1 | 72.39 ± 1.34 | 66.28 ± 1.27 | 85.17 ± 0.37 | 75.45 ± 1.54 | 89.83 ± 0.21 | 65.80 ± 13.31 | 79.47 ± 0.32 | 99.80 ± 0.14 |
| A2 | 72.58 ± 1.09 | 66.40 ± 1.35 | 85.16 ± 0.38 | 75.62 ± 1.42 | 90.22 ± 0.23 | 66.35 ± 13.26 | 79.56 ± 0.42 | 99.80 ± 0.17 |
| A3 | 72.33 ± 1.23 | 65.79 ± 1.18 | 85.24 ± 0.28 | 75.34 ± 1.40 | 89.85 ± 0.16 | 65.79 ± 14.05 | 79.47 ± 0.34 | 99.81 ± 0.10 |
| A4 | 72.95 ± 1.19 | 66.22 ± 0.95 | 84.88 ± 0.38 | 75.29 ± 1.56 | 90.10 ± 0.18 | 62.59 ± 12.77 | 79.45 ± 0.48 | 99.80 ± 0.14 |
| A5 | 67.96 ± 0.99 | 63.21 ± 1.25 | 84.48 ± 0.40 | 72.61 ± 1.86 | 89.75 ± 0.24 | 62.47 ± 12.39 | 79.42 ± 0.52 | 99.79 ± 0.10 |
| A6 | 73.12 ± 1.48 | 66.94 ± 1.00 | 85.72 ± 0.38 | 76.21 ± 1.26 | 90.28 ± 0.19 | 66.89 ± 12.44 | 79.78 ± 0.40 | 99.86 ± 0.10 |
| NTU2012 | ModelNet40 | Yelp | House (0.6) | House (1.0) | Walmart (0.6) | Walmart (1.0) | Avg. Rank | |
| SetGNN | 73.86 ± 1.62 | 95.85 ± 0.38 | 28.78 ± 1.51 | 68.54 ± 1.89 | 58.34 ± 2.25 | 74.97 ± 0.22 | 59.13 ± 0.20 | 7.71 |
| Self | 73.41 ± 1.65 | 95.83 ± 0.23 | 23.49 ± 4.15 | 67.75 ± 3.29 | 58.54 ± 2.16 | 74.76 ± 0.20 | 58.83 ± 0.21 | 8.64 |
| Con | 73.27 ± 1.53 | 95.85 ± 0.31 | 26.14 ± 1.86 | 68.50 ± 2.52 | 58.56 ± 2.42 | 75.17 ± 0.21 | 59.39 ± 0.20 | 7.07 |
| A0 | 73.54 ± 1.93 | 95.92 ± 0.18 | 29.43 ± 1.42 | 67.48 ± 3.21 | 57.39 ± 2.37 | 73.14 ± 0.21 | 56.49 ± 0.60 | 8.21 |
| A1 | 74.71 ± 1.81 | 95.87 ± 0.27 | 27.18 ± 0.71 | 68.64 ± 2.99 | 58.10 ± 3.22 | 75.42 ± 0.13 | 60.09 ± 0.25 | 4.50 |
| A2 | 74.88 ± 1.66 | 96.56 ± 0.34 | 31.39 ± 2.45 | 69.73 ± 2.60 | 58.90 ± 1.97 | 75.50 ± 0.18 | 60.19 ± 0.20 | 2.29 |
| A3 | 74.68 ± 1.74 | 96.48 ± 0.29 | 27.57 ± 1.00 | 67.88 ± 2.90 | 58.51 ± 2.22 | 75.29 ± 0.23 | 60.19 ± 0.20 | 4.71 |
| A4 | 74.83 ± 1.75 | 95.86 ± 0.28 | 29.64 ± 1.93 | 69.56 ± 2.89 | 58.91 ± 2.69 | 75.43 ± 0.18 | 59.90 ± 0.24 | 4.14 |
| A5 | 74.41 ± 1.86 | 96.46 ± 0.33 | 29.24 ± 1.42 | 68.14 ± 2.97 | 57.70 ± 2.98 | 75.26 ± 0.18 | 59.81 ± 0.22 | 6.71 |
| A6 | 75.34 ± 1.91 | 96.93 ± 0.33 | 34.64 ± 0.39 | 70.96 ± 2.27 | 59.93 ± 1.99 | 75.62 ± 0.16 | 60.46 ± 0.20 | 1.00 |