| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Next-POI Recommendation | NYC (test) | Recall@565.38 | 36 | |
| Knowledge Graph Completion (KGC) | NYC | GPT Accuracy56 | 32 | |
| Relational Triplet Extraction (RTE) | NYC | GPT Accuracy52 | 32 | |
| Next POI Prediction | NYC | ACC@135.87 | 31 | |
| Next POI recommendation | NYC | ND@10.2451 | 26 | |
| Check-in Prediction | NYC Target from CHI & SF | R^20.802 | 24 | |
| Time-series Anomaly Detection | NYC | A-R Score81.6 | 16 | |
| Multivariate Time Series Anomaly Detection | NYC | Precision100 | 16 | |
| Time-Series Anomaly Detection | NYC | AUC-PR7.6 | 16 | |
| Time Series Anomaly Detection | NYC | Affiliation Precision100 | 16 | |
| Anomaly Detection | NYC | R-R46.1 | 16 | |
| Time Series Anomaly Detection | NYC | AUC-ROC85.7 | 16 | |
| Nightlight Prediction | NYC Target from CHI & SF | R^20.891 | 16 | |
| Carbon Prediction | NYC Target from CHI & SF | R^20.531 | 16 | |
| Population Prediction | NYC Target from CHI & SF | R^20.81 | 16 | |
| Service Call Prediction | NYC Target from CHI & SF | R^20.713 | 16 | |
| Crime Prediction | NYC Target from CHI & SF | R^20.769 | 16 | |
| Semantic Segmentation | NYC 1m GSD (test) | mIoU33.34 | 15 | |
| Next-location prediction | NYC (test) | Acc@127.34 | 14 | |
| Spatio-temporal Forecasting | NYC 30min | MAE10.81 | 13 | |
| Next POI Prediction | NYC (Tail) | H@2066.61 | 13 | |
| Next POI Prediction | NYC (Head) | H@2099.15 | 13 | |
| Next Point-of-Interest Recommendation | NYC | HR@557.02 | 13 | |
| Ramp Metering | NYC Queens (out-of-domain) | Travel Time95.09 | 13 | |
| Subway Scheduling | NYC Queens (out-of-domain) | Electricity Consumption155.75 | 13 |