Next Location Prediction on Brightkite
0.5318Accuracy @ 1Mobility-LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Mobility-LLMTraining Strategy=Partially frozen strategy with LoRA2024.10 | 0.5318 | 0.6831 | 0.7411 | 0.5989 | |
| LightMove2024.10 | 0.5142 | 0.6534 | 0.7146 | 0.5759 | |
| VaSCL2024.10 | 0.4995 | 0.6621 | 0.7117 | 0.5723 | |
| PLSPL2024.10 | 0.4982 | 0.6625 | 0.7119 | 0.5694 | |
| ReMVC2024.10 | 0.4957 | 0.6358 | 0.6928 | 0.5631 | |
| HMT-LSTM2024.10 | 0.4922 | 0.6336 | 0.6796 | 0.5541 | |
| DeepMove2024.10 | 0.4901 | 0.6311 | 0.6894 | 0.5546 | |
| DSTPP2024.10 | 0.4871 | 0.6282 | 0.6771 | 0.5526 | |
| SimCSE2024.10 | 0.4665 | 0.6448 | 0.7043 | 0.5469 | |
| SML2024.10 | 0.4626 | 0.5893 | 0.6535 | 0.5197 | |
| NSTPP2024.10 | 0.4583 | 0.5844 | 0.6456 | 0.5216 | |
| CACSR2024.10 | 0.4456 | 0.6201 | 0.6591 | 0.5191 | |
| LSTPM2024.10 | 0.4258 | 0.5465 | 0.6021 | 0.4816 |