COLLAB
Benchmarks
TaskDatasetSOTA resultTrendResults
COLLAB
88Accuracy
532
COLLAB (test)
85.5Accuracy
115
COLLAB
1Mean ApR
38
COLLAB Social TU (10-fold cross val)
83.6Accuracy
31
COLLAB (10-fold cross val)
85.5Accuracy
26
COLLAB (test)
1Approximation Ratio
24
COLLAB (10-fold cross-validation)
82.5Accuracy
21
COLLAB Cross-domain
93.73Accuracy
16
COLLAB non-IID (test)
7.48Average Gain
16
COLLAB (test)
2.93Average Gain
16
COLLAB (test)
1AR*
16
COLLAB 10-fold CV (test)
84.3Accuracy
14
COLLAB
80.15FPR@95
13
COLLAB
76Watermark Accuracy
12
COLLAB
73.1Accuracy
11
COLLAB
74.5AUC (%)
11
COLLAB 10% label rate
76.55Accuracy
11
COLLAB 1% label rate
65.86Accuracy
11
Collab
67.05Hits@50
11
COLLAB first 1000 graphs (test)
1Approximation Ratio
10
COLLAB OOD
84.41AUC
10
COLLAB (w/o OOD)
92.45AUC
10
COLLAB 5-shot
63.11Accuracy
8
COLLAB 3-shot
57.49Accuracy
8
collab
99.8AP
8