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PB

Benchmarks

Task NameDataset NameSOTA ResultTrend
Link PredictionPB without node attributes (50% observed links)
AP94.22
24
Link PredictionPB
AUC0.9727
19
Link PredictionPB 50% links (train)
AUC93.79
19
Link PredictionPB (50% train links)
AP93.42
19
Link PredictionPB 90/10 split (train)
AP94.55
19
Link PredictionPB Non-attributed
AUC95.5
18
Link PredictionPB 50% observed links without node attributes
AUC94.57
12
Link PredictionPB 90% observed links
AUC0.956
12
Link predictionPB
Hits@5052.55
11
Link PredictionPB (test probe)
AUC93.6
11
Link PredictionPB traditional link prediction
Performance93.54
10
Link PredictionPB (test)
AUC0.9501
7
Image Quality AssessmentPB (test)
PLC0.662
6
Uncertainty CalibrationPB T50 RS
ECE3.3
4
Operator learningPB k = 1 (test)
Relative L2 Error (Test)0.0229
3
Predicting fields on a fixed gridPB with source (k = 1) on regular grid (test)
Relative L2 Error0.0191
3
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