POWER
Benchmarks
TaskDatasetSOTA resultTrendResults
Power
1.231MSE
60
POWER (test)
0.97Average Test Log Likelihood (nats)
30
Power
36.22Hits@50
28
Power
1,522.369MAE
24
Power 50% observed links without node attributes
69.79AP
24
Power
3.72RMSE
21
Power (50% train links)
0.703AUC
19
Power 50% links (train)
74.86AP
19
Power Non-attributed
0.903AUC
18
POWER
0.03NLL
16
Power
0.98AUC
16
POWER d=6; N=2,049,280 (test)
-1.78Avg Test NLL
14
Power without node attributes (50% observed links)
67.72AUC
12
Power (90% observed links)
92.56AUC
12
Power 90% links (train)
89.55AP
12
Power no contamination
4.04RMSE
11
Power 10% outlier contamination (test)
4.19RMSE
11
Power
100mAP
11
Power
2.91LLM Judge Score
10
Power (test)
0.026RMSE
10
Power traditional link prediction
76.17Performance
10
Power
2.83NLL
8
Power UCI (test)
3.92RMSE
8
Power (test)
13.386MSE
7
Power (test)
98.3AUC
7