Next Location Prediction on Gowalla
11.87Acc@1Mobility-LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Mobility-LLMTraining Strategy=Partially frozen strategy with LoRA2024.10 | 11.87 | 25.14 | 36.36 | 18.29 | |
| VaSCL2024.10 | 11.47 | 22.17 | 32.92 | 16.56 | |
| PLSPL2024.10 | 11.26 | 24.12 | 33.9 | 16.65 | |
| ReMVC2024.10 | 11.03 | 22.94 | 33.38 | 16.65 | |
| CACSR2024.10 | 10.94 | 18.22 | 26.56 | 12.83 | |
| DSTPP2024.10 | 10.85 | 23.11 | 33.19 | 16.74 | |
| NSTPP2024.10 | 10.81 | 23.23 | 32.94 | 16.87 | |
| HMT-LSTM2024.10 | 10.73 | 22.41 | 32.77 | 16.47 | |
| DeepMove2024.10 | 10.51 | 23.21 | 33.82 | 17.44 | |
| SML2024.10 | 9.92 | 20.91 | 30.36 | 15.25 | |
| LightMove2024.10 | 9.88 | 20.93 | 29.95 | 15.01 | |
| LSTPM2024.10 | 9.83 | 20.88 | 30.25 | 15.12 | |
| SimCSE2024.10 | 7.15 | 16.12 | 23.8 | 11.53 |