POWER

Benchmarks

Task Name	Dataset Name	SOTA Result
Unconditional density estimation	POWER (test)	Average Test Log Likelihood (nats)0.97	30
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
Link Prediction	Power	AUC0.98	16
Short-term Forecasting	Power	MSE1.231	12
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
Link prediction	Power	Hits@5032.66	11
Graph Reconstruction	Power	mAP100	11
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
Causal Discovery	Power (test)	AUC98.3	7
Link Prediction	Power (test)	AUC0.9178	7
Link Prediction	Power 90/10 (train)	AP91	7
Regression	Power	NLL2.6	6
Physical Consistency Analysis	Power (test)	Final Divergence Residual2.42	5
Regression	Power	RMSE3.93	5
Regression	Power	QICE1.77	5
Generative Modeling	POWER	FID (Distribution Similarity)0.067	4

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