| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Next POI Recommendation | Foursquare-NYC (test) | Accuracy@137.51 | 16 | |
| POI Recommendation | Foursquare-NYC Standard Evaluation (test) | Recall@527.9 | 10 | |
| Next POI Prediction | Foursquare NYC Total Movement | Top-1 Acc19.3 | 8 | |
| Next POI Prediction | Foursquare NYC (Unfamiliar Movement) | Top-1 Accuracy11.64 | 8 | |
| Next POI Prediction | Foursquare NYC (Familiar Movement) | Top-1 Accuracy0.2248 | 8 | |
| Point-of-Interest Recommendation | Foursquare-NYC weekday-to-weekend context-shift | NDCG@1030.9 | 5 |