Human mobility generation on Human Mobility Normal period
0.3071SIGETNext
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GETNext2026.03 | 0.3071 | 0.1628 | 0.0126 | 0.0502 | |
| LLM-Move2026.03 | 0.1836 | 0.0261 | 0.0067 | 0.0036 | |
| MHSA2026.03 | 0.1546 | 0.2346 | 0.0069 | 0.0269 | |
| LLMOB2026.03 | 0.146 | 0.1007 | 0.0051 | 0.0045 | |
| DeepMove2026.03 | 0.1423 | 0.0428 | 0.03 | 0.0742 | |
| LSTM2026.03 | 0.114 | 0.0696 | 0.0746 | 0.1499 | |
| TrajGAIL2026.03 | 0.0953 | 0.3432 | 0.0035 | 0.0104 | |
| DiffTraj2026.03 | 0.0748 | 0.1832 | 0.0361 | 0.0393 | |
| LLM-ZSmode=Zero-shot2026.03 | 0.0746 | 0.0311 | 0.0164 | 0.0027 | |
| LLM-MOB2026.03 | 0.0654 | 0.0186 | 0.0059 | 0.003 | |
| ELLMobablation=w/o I.A.&E.A.2026.03 | 0.0639 | 0.021 | 0.0041 | 0.0032 | |
| ELLMobablation=w/o E.A.2026.03 | 0.0556 | 0.0201 | 0.0037 | 0.0028 | |
| ELLMobablation=w/o I.A.2026.03 | 0.0545 | 0.0198 | 0.0026 | 0.0028 | |
| ELLMobalignment=Full2026.03 | 0.0496 | 0.0164 | 0.0025 | 0.0025 |