UCI

Benchmarks

Task Name	Dataset Name	SOTA Result
Dynamic link prediction	UCI	AP95.79	27
Link Prediction	UCI (inductive)	AP97.9	26
Link Prediction	UCI (transductive)	AP96.14	19
Dynamic Graph Anomaly Detection	UCI (test)	AUROC99.93	14
Dynamic Graph Anomaly Detection	UCI S3 setting	AUROC99.88	14
Transductive future link prediction	UCI	AP98.8	9
Next-k events prediction	UCI B	F1 Score90	8
ADL recognition	UCI B	Weighted F1 Score60	8
Next-10 events prediction	UCI B	F1 Score76	8
Link Prediction	UCI	MAP2.7	7
Classification and Regression	121 UCI Tasks (various)	Avg Rank Difference-0.756	7
Certified Accuracy	UCI radius 255/255 overall comparison	Average Rank1.909	6
Classification	121 UCI data sets	Average Rank2.434	6
Mean Certified Accuracy	UCI radius 72/255 (test)	Avg Rank1.926	6
Classification	121 UCI data sets mean across	Accuracy72.23	6
Mean Certified Accuracy	UCI 108/255 radius (test)	Average Rank1.868	6
Mean Certified Accuracy	UCI data sets (test)	Average Rank2.021	6
Explanation Cohesiveness	UCI	Cohesiveness7.49	6
Classification and Regression	UCI (>1000 data points)	Avg Rank Difference-6.7	6
Item Response Theory Assessment	UCI	AUC56.5	5
Rasch model parameter estimation	UCI	AUC0.565	4
Preference Learning	UCI (test)	AUC56.5	2
Human Activity Recognition	UCI full feats	Accuracy65.5	2

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