Next POI Recommendation on CA (HR@1)
30.38HR@1AWARE
Evaluation Results
| Method | Links | |
|---|---|---|
| AWARECategory=Ours2026.05 | 30.38 | |
| CoASTCategory=LLM-based2026.05 | 27.21 | |
| ROSCategory=LLM-based2026.05 | 27.03 | |
| GA-LLMCategory=LLM-based2026.05 | 25.66 | |
| GNPR-SIDCategory=LLM-based2026.05 | 24.03 | |
| ROTANCategory=Neural-based2026.05 | 21.99 | |
| LLM4POICategory=LLM-based2026.05 | 20.65 | |
| TPGCategory=Neural-based2026.05 | 17.49 | |
| STHGCNCategory=Neural-based2026.05 | 17.3 | |
| SpaceTime-GRCategory=LLM-based2026.05 | 16.59 | |
| MTNetCategory=Neural-based2026.05 | 14.53 | |
| GETNextCategory=Neural-based2026.05 | 13.57 | |
| PRMECategory=Traditional2026.05 | 5.21 |