POWER

Benchmarks

Task Name	Dataset Name	SOTA Result
Short-term Forecasting	Power	MSE1.231	60
Unconditional density estimation	POWER (test)	Average Test Log Likelihood (nats)0.97	30
Link prediction	Power	Hits@5036.22	28
Long-sequence time-series forecasting	Power	MAE1,522.3687	24
Link Prediction	Power 50% observed links without node attributes	AP69.79	24
Link Prediction	Power (50% train links)	AUC0.7034	19
Link Prediction	Power 50% links (train)	AP74.86	19
Link Prediction	Power Non-attributed	AUC0.9025	18
Density Estimation	POWER	NLL0.03	16
Link Prediction	Power	AUC0.98	16
Link Prediction	Power without node attributes (50% observed links)	AUC67.72	12
Link Prediction	Power (90% observed links)	AUC92.56	12
Link Prediction	Power 90% links (train)	AP89.55	12
Regression	Power no contamination	RMSE4.04	11
Regression	Power 10% outlier contamination (test)	RMSE4.19	11
Graph Reconstruction	Power	mAP100	11
Steering	Power	LLM Judge Score2.91	10
Edge flow prediction	Power (test)	RMSE0.026	10
Link Prediction	Power traditional link prediction	Performance76.17	10
Regression	Power UCI (test)	RMSE3.92	8
Density Estimation	POWER d=6; N=2,049,280 (test)	Avg Test Log-Likelihood0.6	8
Regression	Power (test)	MSE13.386	7
Causal Discovery	Power (test)	AUC98.3	7
Link Prediction	Power (test)	AUC0.9178	7
Link Prediction	Power 90/10 (train)	AP91	7

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