Cold-start POI check-in forecasting on South region dataset
5.88RMSECausalPOI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CausalPOI2026.06 | 5.88 | 1.98 | |
| CausalPOI (w/o Propensity Score)Ablation=without Propensity Score2026.06 | 5.98 | 1.99 | |
| CausalPOI (w/o ST-FIG Module)Ablation=without ST-FIG Module2026.06 | 6.22 | 2.02 | |
| CausalPOI (w/o Causal Module)Ablation=without Causal Module2026.06 | 6.23 | 2.03 | |
| KGDiffType=node-update-based2026.06 | 8.01 | 2.15 | |
| GCIMType=causal-based2026.06 | 9.12 | 2.29 | |
| TimeCMAType=LLM-based2026.06 | 13.18 | 2.81 | |
| TIME-LLMType=LLM-based2026.06 | 14.06 | 2.96 | |
| TrafficStreamType=generative synthesis-based2026.06 | 17.84 | 4.12 | |
| LCFMType=statistical-based2026.06 | 17.92 | 3.98 | |
| LightSTType=time-series GNN-based2026.06 | 18.48 | 4.25 | |
| AGCRNType=time-series GNN-based2026.06 | 20.14 | 4.81 | |
| SVGPType=statistical-based2026.06 | 20.8 | 4.48 | |
| GraphWaveNetType=time-series GNN-based2026.06 | 21.83 | 5.16 | |
| DCRNNType=time-series GNN-based2026.06 | 23.35 | 5.39 |