Gowalla
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Recommendation | Gowalla (test) | Recall@200.192 | 266 | |
| Recommendation | Gowalla | Recall@2023.48 | 153 | |
| Sequential Recommendation | gowalla | NDCG@100.0485 | 50 | |
| Collaborative Filtering | Gowalla | NDCG@200.1644 | 40 | |
| Recommendation | Gowalla | Recall @ 2021.78 | 35 | |
| Recommendation | Gowalla IID (test) | Recall@200.2091 | 24 | |
| Item Recommendation | Gowalla (test) | HR@593.3 | 22 | |
| Recommendation | Gowalla | Recall@1012.917 | 20 | |
| Recommendation | Gowalla IID | Recall@200.2128 | 18 | |
| Recommendation | Gowalla (OOD) | Recall@200.1015 | 17 | |
| Next POI Recommendation | Gowalla-CA (test) | Accuracy@125.14 | 16 | |
| Sequential Recommendation | Gowalla | Recall@2015.06 | 13 | |
| Recommendation | Gowalla weak generalization | Recall@2018.72 | 13 | |
| Next Location Prediction | Gowalla | Acc@111.87 | 13 | |
| Collaborative Filtering | Gowalla | Training Time (s)14.05 | 12 | |
| Recommendation | Gowalla | Runtime0.3 | 12 | |
| Top-K Recommendation | Gowalla | Recall@2020.78 | 11 | |
| Collaborative Filtering | Gowalla (test) | Recall@1013.51 | 10 | |
| Top-10 Recommendation | Gowalla 1m (test) | Hit Rate14.66 | 10 | |
| Trajectory User Link | Gowalla | Top-1 Accuracy80.43 | 10 | |
| Personalized Sequential Recommendation | Gowalla | Hit Rate@575.63 | 9 | |
| Trajectory Generation | GW-STO (Gowalla) 2011 (test) | Distance0.114 | 9 | |
| Collaborative Filtering | Gowalla | HR@1014.4 | 9 | |
| Link prediction | gowalla | AP97.64 | 8 | |
| Time Prediction | Gowalla | MAE353.89 | 8 |
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