Next Point-of-Interest Recommendation on NYC
57.02HR@5ADS-POI
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ADS-POIEvaluation Protocol=full-ranking2026.02 | 57.02 | 63.64 | 45.91 | 48.07 | 43.76 | — | |
| CoMaPOIEvaluation Protocol=full-ranking2026.02 | 51.62 | 59.01 | 40.42 | 42.82 | 37.67 | — | |
| MTNetEvaluation Protocol=full-ranking2026.02 | 47.57 | 53.24 | 35.85 | 37.69 | 33.4 | — | |
| LLM4POIEvaluation Protocol=full-ranking2026.02 | 44.64 | 46.66 | 37.49 | 38.16 | 35.9 | — | |
| GETNextEvaluation Protocol=full-ranking2026.02 | 43.6 | 51.3 | 32.56 | 35.13 | 30.97 | — | |
| CrossDREvaluation Protocol=full-ranking2026.02 | 40.8 | 47.2 | 30.67 | 32.59 | 28.66 | — | |
| TiCoSeRecEvaluation Protocol=full-ranking2026.02 | 40.69 | 48.08 | 29.65 | 32.04 | 27.54 | — | |
| SASRecEvaluation Protocol=full-ranking2026.02 | 40.38 | 48.28 | 28.98 | 31.26 | 27.01 | — | |
| BERT4RecEvaluation Protocol=full-ranking2026.02 | 39.6 | 46.7 | 29.03 | 30.94 | 27.11 | — | |
| MAERecEvaluation Protocol=full-ranking2026.02 | 37.65 | 44.53 | 27.72 | 29.85 | 26.1 | — | |
| DiffuRecEvaluation Protocol=full-ranking2026.02 | 37.25 | 40.79 | 29.16 | 30.23 | 27.74 | — | |
| DuoRecEvaluation Protocol=full-ranking2026.02 | 34.72 | 40.69 | 24.54 | 26.34 | 22.76 | — | |
| POIGDEEvaluation Protocol=full-ranking2026.02 | 34.11 | 38.36 | 26.64 | 27.97 | 25.4 | — | |
| AWARECategory=Ours2026.05 | — | — | — | — | — | 41.6 | |
| CoASTCategory=LLM-based2026.05 | — | — | — | — | — | 40.27 | |
| GA-LLMCategory=LLM-based2026.05 | — | — | — | — | — | 39.19 | |
| GETNextCategory=Neural-based2026.05 | — | — | — | — | — | 24.35 | |
| GNPR-SIDCategory=LLM-based2026.05 | — | — | — | — | — | 36.18 | |
| LLM4POICategory=LLM-based2026.05 | — | — | — | — | — | 33.72 | |
| MTNetCategory=Neural-based2026.05 | — | — | — | — | — | 26.2 | |
| PRMECategory=Traditional2026.05 | — | — | — | — | — | 11.59 | |
| ROSCategory=LLM-based2026.05 | — | — | — | — | — | 39.25 | |
| ROTANCategory=Neural-based2026.05 | — | — | — | — | — | 31.06 | |
| SpaceTime-GRCategory=LLM-based2026.05 | — | — | — | — | — | 29.2 | |
| STHGCNCategory=Neural-based2026.05 | — | — | — | — | — | 27.34 | |
| TPGCategory=Neural-based2026.05 | — | — | — | — | — | 25.55 |