Next Location Prediction on FourSquare
17.29Top-1 AccuracyMobility-LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Mobility-LLMTraining Strategy=Partially frozen strategy with LoRA2024.10 | 17.29 | 37.17 | 53.16 | 26.47 | |
| ReMVC2024.10 | 16.92 | 36.05 | 49.39 | 26.02 | |
| PLSPL2024.10 | 16.3 | 35.06 | 48.39 | 25.02 | |
| LSTPM2024.10 | 15.46 | 34.17 | 48.49 | 24.27 | |
| VaSCL2024.10 | 14.99 | 32.84 | 47.06 | 23.39 | |
| NSTPP2024.10 | 14.89 | 33.18 | 47.03 | 23.36 | |
| CACSR2024.10 | 14.73 | 31.54 | 46.47 | 22.78 | |
| SML2024.10 | 14.72 | 32.54 | 46.87 | 23.27 | |
| SimCSE2024.10 | 14.5 | 33.13 | 47.89 | 23.29 | |
| LightMove2024.10 | 13.73 | 30.65 | 43.18 | 21.42 | |
| HMT-LSTM2024.10 | 13.67 | 29.9 | 42.6 | 21.17 | |
| DSTPP2024.10 | 13.3 | 29.11 | 41.53 | 20.66 | |
| DeepMove2024.10 | 13.27 | 29.33 | 41.45 | 20.71 |