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COLLAB

Benchmarks

Task NameDataset NameSOTA ResultTrend
Graph ClassificationCOLLAB
Accuracy88
329
Graph ClassificationCOLLAB (test)
Accuracy85.5
96
Maximum CliqueCOLLAB
Mean ApR1
30
Graph ClassificationCOLLAB (10-fold cross val)
Accuracy85.5
26
Semi-supervised graph classificationCOLLAB (10-fold cross-validation)
Accuracy82.5
21
Federated Graph ClassificationCOLLAB non-IID (test)
Average Gain7.48
16
Federated Graph ClassificationCOLLAB (test)
Average Gain2.93
16
Minimum Vertex CoverCOLLAB (test)
AR*1
16
Graph ClassificationCOLLAB 10-fold CV (test)
Accuracy84.3
14
Watermark VerificationCOLLAB
Watermark Accuracy76
12
Maximum Independent SetCOLLAB (test)
Approximation Ratio1
12
Graph ClassificationCOLLAB Social TU (10-fold cross val)
Accuracy81.29
12
Graph ClassificationCOLLAB 10% label rate
Accuracy76.55
11
Graph ClassificationCOLLAB 1% label rate
Accuracy65.86
11
Link PredictionCollab
Hits@5067.05
11
Maximum Independent SetCOLLAB first 1000 graphs (test)
Approximation Ratio1
10
Future link predictionCOLLAB OOD
AUC84.41
10
Future link predictionCOLLAB (w/o OOD)
AUC92.45
10
Graph ClusteringCOLLAB
Accuracy61.2
8
Link PredictionCollab
AUC84.09
8
Future Link PredictionCOLLAB p=0.8 (test)
AUC82.3
8
Future Link PredictionCOLLAB p=0.8 (train)
AUC0.9502
8
Future Link PredictionCOLLAB p=0.6 (test)
AUC0.8729
8
Future Link PredictionCOLLAB (p=0.6) (train)
AUC94.52
8
Future Link PredictionCOLLAB p=0.4 (test)
AUC0.8832
8
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