Cold-start POI check-in forecasting on West region dataset
6.17RMSECausalPOI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CausalPOI2026.06 | 6.17 | 1.95 | |
| CausalPOI (w/o Propensity Score)Ablation=without Propensity Score2026.06 | 6.21 | 1.96 | |
| CausalPOI (w/o ST-FIG Module)Ablation=without ST-FIG Module2026.06 | 6.31 | 2 | |
| CausalPOI (w/o Causal Module)Ablation=without Causal Module2026.06 | 6.31 | 1.97 | |
| KGDiffType=node-update-based2026.06 | 8.43 | 2.21 | |
| GCIMType=causal-based2026.06 | 9.56 | 2.36 | |
| TimeCMAType=LLM-based2026.06 | 14.62 | 2.97 | |
| TIME-LLMType=LLM-based2026.06 | 15.48 | 3.12 | |
| TrafficStreamType=generative synthesis-based2026.06 | 18.97 | 4.26 | |
| LCFMType=statistical-based2026.06 | 19.6 | 4.08 | |
| LightSTType=time-series GNN-based2026.06 | 19.61 | 4.38 | |
| AGCRNType=time-series GNN-based2026.06 | 21.36 | 4.97 | |
| SVGPType=statistical-based2026.06 | 22.3 | 4.79 | |
| GraphWaveNetType=time-series GNN-based2026.06 | 23.07 | 5.31 | |
| DCRNNType=time-series GNN-based2026.06 | 24.52 | 5.56 |