| Method | Cora AUC | Cora TN | Cora HN | Citeseer AUC | Citeseer TN | Citeseer HN | Pubmed AUC | Pubmed TN | Pubmed HN | Bitcoinotc AUC | Bitcoinotc TN | Bitcoinotc HN | BITotc AUC | BITotc TN | BITotc HN | BITalpha AUC | BITalpha TN | BITalpha HN |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SCAN | 67.42±0.139 | 46.74±0.273 | 74.22±0.181 | 69.80±0.741 | 48.70±0.838 | 76.81±0.141 | 74.16±0.675 | 49.77±0.379 | 89.93±0.064 | 66.37±0.636 | 51.64±0.961 | 69.64±0.020 | 64.92±0.760 | 47.59±0.100 | 70.02±0.914 | 66.28±0.926 | 49.39±0.228 | 72.30±0.021 |
| Radar | 52.62±0.328 | 48.89±0.787 | 54.39±0.455 | 62.30±0.872 | 49.32±0.957 | 58.86±0.038 | 49.34±0.488 | 49.75±0.012 | 50.31±0.304 | 47.34±0.273 | 44.61±0.165 | 48.64±0.019 | 49.96±0.094 | 48.44±0.113 | 52.48±0.071 | 53.09±0.423 | 52.91±0.923 | 53.73±0.847 |
| ONE | 49.20±0.421 | 48.87±0.437 | 49.52±0.777 | 49.79±0.104 | 49.66±0.131 | 50.09±0.908 | 50.28±0.824 | 50.02±0.777 | 50.34±0.523 | 49.71±0.721 | 48.95±0.101 | 50.11±0.054 | 49.55±0.041 | 48.88±0.098 | 50.13±0.323 | 49.64±0.472 | 49.07±0.496 | 50.13±0.054 |
| AEGIS | 48.55±1.335 | 46.71±1.395 | 50.29±1.412 | 47.67±1.053 | 47.66±1.258 | 48.57±1.702 | 57.02±1.239 | 64.51±1.366 | 50.93±1.853 | 52.79±1.055 | 57.29±1.181 | 50.46±1.604 | 53.64±1.238 | 56.41±1.923 | 52.62±1.724 | 54.21±1.110 | 57.02±1.359 | 51.14±1.300 |
| GAAN | 53.54±1.286 | 50.69±1.486 | 53.20±1.800 | 51.48±1.439 | 49.92±1.273 | 50.24±1.077 | 52.66±1.488 | 48.94±1.026 | 51.45±1.137 | 58.32±1.316 | 49.80±1.882 | 53.34±1.722 | 54.52±1.949 | 49.75±1.368 | 50.71±1.819 | 55.62±1.825 | 50.39±1.854 | 51.69±1.914 |
| CoLA | 86.45±0.622 | 82.59±0.358 | 87.88±0.430 | 89.04±0.564 | 82.31±0.765 | 97.71±0.346 | 93.54±0.366 | 92.38±0.501 | 97.08±0.289 | 79.30±0.423 | 65.00±0.230 | 70.13±0.985 | 80.11±0.743 | 66.42±0.919 | 85.41±0.829 | 76.91±0.290 | 66.62±0.663 | 74.28±0.992 |
| ANEMONE | 90.70±0.905 | 85.09±0.286 | 94.19±0.605 | 92.04±0.384 | 87.83±0.909 | 96.38±0.551 | 95.29±0.129 | 93.96±0.191 | 98.20±0.112 | 79.19±1.128 | 65.00±0.946 | 84.92±0.680 | 80.90±0.416 | 68.37±0.253 | 85.67±0.840 | 75.44±0.875 | 64.44±0.268 | 72.73±1.086 |
| AdONE | 67.68±0.484 | 33.73±1.027 | 80.00±0.999 | 69.68±0.219 | 43.61±0.344 | 91.44±0.355 | 86.54±0.156 | 85.37±1.131 | 73.49±1.032 | 79.24±0.676 | 68.64±0.192 | 75.72±0.406 | 80.57±0.304 | 72.06±0.863 | 76.88±0.394 | 76.34±0.288 | 60.52±0.295 | 79.34±1.059 |
| GRADATE | 86.99±0.742 | 77.87±0.788 | 91.56±0.183 | 81.71±0.811 | 72.17±1.082 | 93.54±1.495 | 87.44±1.077 | 79.46±0.672 | 97.33±0.350 | 73.70±0.981 | 49.38±0.210 | 84.46±0.322 | 74.01±0.223 | 50.93±0.877 | 82.55±0.421 | 69.34±0.971 | 51.89±0.654 | 68.09±0.629 |
| GAD-NR | 70.83±0.561 | 46.06±0.303 | 72.24±0.355 | 73.28±0.150 | 49.91±0.303 | 86.04±0.386 | 71.25±0.156 | 49.52±0.770 | 68.81±0.818 | 69.82±0.294 | 48.53±0.884 | 61.55±0.777 | 69.78±0.853 | 52.77±0.766 | 60.08±0.447 | 71.76±0.863 | 51.21±0.985 | 67.26±0.792 |
| AD-GCL | 92.83± | 85.70± | 98.67± | 94.88± | 90.51± | 99.71± | 95.74± | 95.12± | 97.88± | 82.19± | 69.18± | 87.53± | 82.11± | 70.39± | 86.25± | 79.62± | 67.73± | 82.77± |