Cold-start POI Check-in Forecasting on Midwest region dataset
5.87RMSECausalPOI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CausalPOI2026.06 | 5.87 | 2 | |
| CausalPOI (w/o Propensity Score)Ablation=without Propensity Score2026.06 | 6.02 | 2.04 | |
| CausalPOI (w/o Causal Module)Ablation=without Causal Module2026.06 | 6.13 | 2.05 | |
| CausalPOI (w/o ST-FIG Module)Ablation=without ST-FIG Module2026.06 | 6.19 | 2.05 | |
| KGDiffType=node-update-based2026.06 | 7.29 | 2.08 | |
| GCIMType=causal-based2026.06 | 8.34 | 2.21 | |
| TimeCMAType=LLM-based2026.06 | 10.98 | 2.62 | |
| TIME-LLMType=LLM-based2026.06 | 11.83 | 2.81 | |
| LCFMType=statistical-based2026.06 | 15.88 | 3.77 | |
| TrafficStreamType=generative synthesis-based2026.06 | 16.98 | 3.9 | |
| LightSTType=time-series GNN-based2026.06 | 17.66 | 4.02 | |
| SVGPType=statistical-based2026.06 | 18.3 | 4.2 | |
| AGCRNType=time-series GNN-based2026.06 | 19.25 | 4.59 | |
| GraphWaveNetType=time-series GNN-based2026.06 | 20.87 | 4.93 | |
| DCRNNType=time-series GNN-based2026.06 | 22.4 | 5.18 |