LastFM
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | LastFM (transductive) | AP97.9 | 28 | |
| Dynamic link prediction | LastFM | AP93 | 27 | |
| Link Prediction | LastFM (inductive) | AP98.7 | 26 | |
| Node Classification | LastFM | Accuracy87 | 18 | |
| Recommendation | LastFM | HR@50.5773 | 18 | |
| Link Prediction | LastFM | ROC-AUC0.7033 | 18 | |
| 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 | |
| Sequential Recommendation | LastFM | HR@105.39 | 11 | |
| Session-based Recommendation | LastFM | Precision@2028.82 | 11 | |
| Federated Recommendation and Attribute Unlearning | LastFM Age attribute 1.0 (leave-one-out) | HR@100.7407 | 9 | |
| Federated Recommendation and Attribute Unlearning | LastFM Gender attribute 1.0 (leave-one-out) | HR@1074.07 | 9 | |
| Sequential Recommendation | LastFM | Validation Ratio100 | 9 | |
| Link Prediction | LastFM HGB (test) | ROC-AUC69.25 | 9 | |
| Node Classification | LastFM 20% (train val) | Accuracy0.672 | 8 | |
| Node Classification | LastFM (5% train/val) | Accuracy56.2 | 8 | |
| Sequential Recommendation | LastFM implicit feedback | HR@55.23 | 8 | |
| Next interaction prediction | LastFM (test) | MRR20 | 8 | |
| Collaborative Ranking | LastFM | H@1021.71 | 6 | |
| Knowledge-aware Recommendation | LastFM | Recall@209.17 | 5 | |
| Node Classification | LastFM 10% (train val) | Accuracy60.1 | 4 | |
| Node Clustering | LastFM | ARI0.409 | 3 | |
| Next interaction prediction | Lastfm | Total Running Time (min)54.8 | 3 |
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