Next POI Prediction on NYC
35.87ACC@1DTW+User
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DTW+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 35.87 | — | — | — | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 35.8 | — | — | — | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 35.04 | — | — | — | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 34.97 | — | — | — | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 34.97 | — | — | — | |
| Time+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 34.9 | — | — | — | |
| Time+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 34.49 | — | — | — | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 34.35 | — | — | — | |
| LLM4POIMode=Fine-tuned2026.03 | 33.72 | — | — | — | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=302026.03 | 33.66 | — | — | — | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 33.17 | — | — | — | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=152026.03 | 32.83 | — | — | — | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 32.76 | — | — | — | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 32.48 | — | — | — | |
| Time+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 31.79 | — | — | — | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=52026.03 | 29.79 | — | — | — | |
| STHGCNMode=Fine-tuned2026.03 | 27.34 | — | — | — | |
| GETNextMode=Fine-tuned2026.03 | 24.35 | — | — | — | |
| RECAP2026.05 | 0.3166 | 0.7648 | 0.5322 | 0.461 | |
| REPLAY2026.05 | 0.2992 | 0.6235 | 0.4467 | 0.3959 | |
| MSAHG2026.05 | 0.2881 | 0.7515 | 0.4977 | 0.4222 | |
| MELT2026.05 | 0.2679 | 0.7394 | 0.486 | 0.41 | |
| STHGCN2026.05 | 0.2651 | 0.6388 | 0.4399 | 0.3811 | |
| DCHL2026.05 | 0.2651 | 0.7683 | 0.4974 | 0.416 | |
| LoTNext2026.05 | 0.253 | 0.6326 | 0.4249 | 0.3647 | |
| ROTAN2026.05 | 0.2488 | 0.6262 | 0.4243 | 0.3644 | |
| DePOI2026.05 | 0.2408 | 0.7213 | 0.4677 | 0.3911 | |
| DeepMove2026.05 | 0.2349 | 0.6479 | 0.4222 | 0.3562 | |
| DPRL2026.05 | 0.2349 | 0.6037 | 0.402 | 0.3433 | |
| Flashback2026.05 | 0.23 | 0.6023 | 0.4013 | 0.3427 | |
| GETNext2026.05 | 0.2175 | 0.5501 | 0.368 | 0.3163 |