NYC
Benchmarks
| 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 | |
| Check-in Prediction | NYC Target from CHI & SF | R^20.802 | 24 | |
| 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 | |
| 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 | |
| Taxi Dispatching | NYC Queens (in-domain) | Income3,781.19 | 13 | |
| Ramp Metering | NYC Manhattan (out-of-domain) | Travel Time81.38 | 13 | |
| Subway Scheduling | NYC Manhattan (out-of-domain) | Electricity Consumption250.58 | 13 | |
| Bus Scheduling | NYC Manhattan (in-domain) | Fuel Consumption256.16 | 13 | |
| Signal Control | NYC Manhattan (in-domain) | Throughput127.04 | 13 | |
| Crowd In Forecasting | NYC | MAE11.0036 | 13 | |
| Next POI recommendation | NYC | ND@10.2451 | 12 |
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