Computers
Benchmarks
TaskDatasetSOTA resultTrendResults
Computers homogeneous (test)
86.6Macro F1
12
Computers
10.13Conductance
12
Computers
16.61Brier Score
12
Computers
0.365NLL
12
Computers
0.013ECE
12
Computers
59.2NMI
11
Computers (Metis splitting)
80.3Accuracy
11
Computers (Louvain splitting)
82.6Accuracy
11
Computers
0.15Running Time (s)
11
Computers hard task
73.11ToU (Trade-off of Unlearning)
11
Computers 1-shot (test)
54.89Accuracy
11
Computers
43.47Hits@50
11
Computers full-supervised
90.31Mean Accuracy
10
Computers Cross-domain
88.85Accuracy
9
Computers
36.38Misclassification Probability
9
Computers hard task
93.92ToU (Trade-off of Unlearning)
9
Computers
37.2ARUC (Label)
8
Computers (dense)
90.95Accuracy
7
Computers
54.62HRScore
7
Computers (test)
88.15Accuracy
7
Computers Uniform Missing (test)
84.72Accuracy
7
Computers Structural Missing (test)
84.72Accuracy
7
Computers (test)
78.5Accuracy
7
Computers (CMP)
1.08Marginal Prediction Length
6
Computers (CMP)
1.03WSC Prediction Length
6