LastFM
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| dynamic link prediction | LastFM (transductive) | AP96.87 | 65 | |
| Node Classification | LastFM | Macro F179.5 | 44 | |
| Node Classification | LastFM | Micro-F187 | 44 | |
| Link Prediction | LastFM (inductive) | AP98.7 | 41 | |
| Link Prediction | LastFM (inductive) | AUC-ROC0.9793 | 39 | |
| Recommendation | LastFM | HR@200.8672 | 39 | |
| Sequential Recommendation | LastFM | NDCG@105.32 | 30 | |
| Link Prediction | LastFM (transductive) | AP97.9 | 28 | |
| Dynamic link prediction | LastFM | AP93 | 27 | |
| Inductive dynamic link prediction | LastFM | AUC-ROC99.93 | 26 | |
| Link Prediction | LastFM | ROC-AUC0.9833 | 26 | |
| Sequential Recommendation | LastFM | NDCG@1033.27 | 24 | |
| Dynamic Link Prediction | LastFM inductive split | AP99.93 | 24 | |
| Sequential Recommendation | LastFM | Recall@150.8 | 22 | |
| Dynamic Link Prediction | LastFM | AUC-ROC80.6 | 22 | |
| Recommendation | Lastfm-2K | HR@1085.69 | 21 | |
| Node Classification | LastFM | Accuracy87 | 21 | |
| Sequential Recommendation | LastFM | HR@2012.02 | 17 | |
| Sequential Recommendation | LastFM | Validation Ratio100 | 17 | |
| List-wise Recommendation | LastFM | Hit Ratio@142.35 | 16 | |
| Pair-wise Recommendation | LastFM | Hit Ratio@180.28 | 16 | |
| Recommendation | LastFM | Recall@157.05 | 15 | |
| Sequential Recommendation | LastFM (test) | HR@168.3 | 15 | |
| Clustering | LastFM | Metric B0.091 | 14 | |
| Dynamic Graph Anomaly Detection | LastFM (test) | AUROC99.92 | 14 |
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