Cold-start POI check-in forecasting on Northeast region dataset
5.36RMSECausalPOI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CausalPOI2026.06 | 5.36 | 1.84 | |
| CausalPOI (w/o Propensity Score)Ablation=without Propensity Score2026.06 | 5.48 | 1.88 | |
| CausalPOI (w/o ST-FIG Module)Ablation=without ST-FIG Module2026.06 | 5.89 | 1.94 | |
| CausalPOI (w/o Causal Module)Ablation=without Causal Module2026.06 | 5.9 | 1.92 | |
| KGDiffType=node-update-based2026.06 | 6.74 | 1.93 | |
| GCIMType=causal-based2026.06 | 7.68 | 2.05 | |
| TimeCMAType=LLM-based2026.06 | 8.88 | 1.93 | |
| TIME-LLMType=LLM-based2026.06 | 9.67 | 2.08 | |
| LCFMType=statistical-based2026.06 | 12.82 | 2.9 | |
| TrafficStreamType=generative synthesis-based2026.06 | 14.96 | 3.46 | |
| SVGPType=statistical-based2026.06 | 15.4 | 3.25 | |
| LightSTType=time-series GNN-based2026.06 | 15.72 | 3.58 | |
| AGCRNType=time-series GNN-based2026.06 | 17.1 | 4.08 | |
| GraphWaveNetType=time-series GNN-based2026.06 | 18.62 | 4.41 | |
| DCRNNType=time-series GNN-based2026.06 | 19.86 | 4.65 |