LastFM

Benchmarks

Task Name	Dataset Name	SOTA Result
Link Prediction	LastFM (inductive)	AP98.7	35
dynamic link prediction	LastFM (transductive)	AP94.64	32
Link Prediction	LastFM (transductive)	AP97.9	28
Dynamic link prediction	LastFM	AP93	27
Dynamic Link Prediction	LastFM	AUC-ROC80.6	22
Recommendation	Lastfm-2K	HR@1085.69	21
Node Classification	LastFM	Accuracy87	21
Dynamic Link Prediction	LastFM inductive split	AP79.52	20
Inductive dynamic link prediction	LastFM	AUC-ROC72.38	20
Recommendation	LastFM	HR@50.5773	18
Link Prediction	LastFM	ROC-AUC0.7033	18
Sequential Recommendation	LastFM	HR@2012.02	17
List-wise Recommendation	LastFM	Hit Ratio@142.35	16
Pair-wise Recommendation	LastFM	Hit Ratio@180.28	16
Dynamic Graph Anomaly Detection	LastFM (test)	AUROC99.92	14
Dynamic Graph Anomaly Detection	LastFM S3 setting	AUROC99.87	14
Recommendation	LastFM (test)	Hit@122.12	13
User Simulation	LastFM	F1 Score31.45	13
Gender Inference	LastFM 1k	Accuracy (β=0.1)57.42	13
Sequential Recommendation	LastFM	HR@105.39	11
Session-based Recommendation	LastFM	Precision@2028.82	11
Link Prediction	LastFM	AP90.05	10
Dynamic Link Prediction	LastFM inductive random negative sampling	AP95.49	10
Link Prediction	LastFM (inductive)	AUC-ROC0.9287	9
Federated Recommendation and Attribute Unlearning	LastFM Age attribute 1.0 (leave-one-out)	HR@100.7407	9

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